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Top Artificial Intelligence Companies

Artificial intelligence is fueling smarter products, leaner operations, and data-driven decisions for organizations of every size. Clutch makes it easy to connect with trusted AI development companies by publishing detailed client reviews, service breakdowns, and industry focus—so you can pick a partner with confidence. Use the filters on this page to narrow results by budget, tech stack, location, or project size, then explore in-depth profiles and case studies. Prefer regional talent? Browse leading AI firms in the United States, AI companies in the United Kingdom, or AI agencies in Canada to find an expert in your area. Or check out AI agent development companies and Top AI Consultants to start automating and streamlining even further.
Ratings Updated: August 12, 2026
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27,506 Companies

List of the Best Artificial Intelligence Companies

  • Featured

    What are Featured Providers?

    Simform Logotype

    Simform

    4.8 86 reviews
    Premier Verified
    $25,000+
    $25 - $49 / hr
    1,000 - 9,999
    Orlando, FL

    Services provided

    20% AI Development
    20% Cloud Consulting & SI
    10% CRM Consulting and SI +5 services
    10% Custom Software Development
    10% E-Commerce Development
    10% ERP Consulting and SI
    10% Enterprise App Modernization
    10% Mobile App Development

    Simform is a software development company specializing in custom software solutions, mobile app development, and system integrations. Reviews highlight their strong communication, technical expertise, and responsiveness, with 90% of feedback being positive. Clients appreciate their dedication to understanding long-term goals, resulting in sustainable solutions. A recurring theme (noted by 70% of reviewers) is their ability to seamlessly integrate with in-house teams and deliver on time.

    See all 86 projects

    Reviews mention Puts the customer first

    The overall sentiment regarding Simform's customer-first approach is highly positive. Clients commend their dedication to communication and project management, noting the importance of collaborative discussions in defining project scopes. One client highlighted a specific instance where an owner addressed a missed deadline, demonstrating accountability and care. Another emphasized that Simform is not merely a service provider but a dedicated partner integral to their business success. This commitment to client satisfaction is consistently acknowledged across reviews.
    • Custom Software Development for Sports Club Mgmt Co
      5.0 Jul 29, 2025

      The team in Simform cares about the project. Went above and beyond the call of duty to keep projects on track. We had a small number of teething problems initially. These were fixed as soon as the Irish team visited the Simform team in person.

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    3 of 3 reviews are 5 stars
    $50,000 – $199,999 avg. project cost

    Reviewed 3 times in the past 6 months

    In recent reviews, clients praised Simform for their professionalism, responsiveness, and commitment to long-term solutions. One client noted their 'strong communication practices' and timely delivery within budget, while another highlighted the team's proactive approach to understanding project needs. A CTO commended Simform's expertise in software development, emphasizing their ability to manage complex tasks independently. Overall, the sentiment is highly positive, though there are suggestions for improved end-user documentation.
    Read 3 Recent Reviews

    Industry Experience

    Simform has garnered positive feedback across various industries, showcasing expertise in Education, Hospitality, Information Technology, and Financial Services. Reviews emphasize their strengths in project management, timely delivery, and responsiveness, leading to successful outcomes. Clients appreciate their ability to align with organizational needs, enhance user experiences, and develop scalable solutions. Overall, Simform is well-suited for clients in sectors prioritizing technical development, user-centric designs, and strategic collaboration.

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    Select Industry to see insights

    Utilities eCommerce Logistics & Supply Chain Wellness & Fitness Agriculture Media Consulting Human Resources Other industries Construction Legal Gaming Food & Beverages Other Industry Consumer Products Software Business services Arts, entertainment & music Education Real estate Nonprofit Financial services Fitness Information technology Hospitality & leisure Advertising & marketing IT Services Healthcare

    View projects from:

    United States (50) Canada (6) England (4) Germany (4) United Arab Emirates (2) Switzerland (2) Netherlands (1) Norway (1) Singapore (1) Sweden (1) Israel (1) Ireland (1) Hungary (1) Finland (1)
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    Wizard Labs Logotype

    Wizard Labs

    5.0 6 reviews
    Premier Verified
    $50,000+
    $100 - $149 / hr
    10 - 49
    Vancouver, Canada

    Services provided

    30% AI Development
    30% Custom Software Development
    20% AI Consulting +1 service
    20% Generative AI

    Wizard Labs is a technology consultancy specializing in AI and machine learning solutions. The overall feedback from their reviews is overwhelmingly positive, with 100% of clients praising their project management and technical expertise. Approximately 90% of reviewers highlight the professionalism and depth of knowledge demonstrated by Maz, the founder, in guiding projects efficiently. Clients appreciate their capacity to deliver high-quality, scalable products on time and within budget, with no significant areas for improvement noted.

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    Reviews mention Transparent

    Client feedback indicates that Wizard Labs is highly transparent in their communication and project management practices. One client noted their commitment to providing honest assessments, stating, "They'll tell us when something isn't worth building..." This sentiment is echoed in their project management, where clients receive consistent updates without needing to chase information. Overall, clients appreciate Wizard Labs' clear-eyed approach and ability to differentiate between viable and non-viable solutions.
    • Platform Dev, Design/AI Consulting for Business Services Co
      5.0 Jul 14, 2026

      They have excellent project management. Wizard Labs has real sprint processes in place and is fully visible to the client. We get weekly updates without having to chase them. Moreover, they've delivered on or ahead of schedule across every project we've worked on with them.

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    2 of 2 reviews are 5 stars
    $50,000 – $199,999 avg. project cost

    Reviewed 2 times in the past 6 months

    Recent reviews for Wizard Labs highlight their exceptional project management, technical expertise, and client-focused approach. Clients commend their ability to deliver polished MVPs and provide clear, actionable guidance on complex AI projects. One client noted, 'Maz and his team know their stuff,' emphasizing their honest assessments and commitment to quality. Overall, sentiment is highly positive, with no reported areas for improvement, reflecting strong client satisfaction and confidence in their capabilities.
    Read 2 Recent Reviews

    Industry Experience

    Wizard Labs has demonstrated strong expertise across multiple industries, including business services, customer communication, franchising, AI automation, and information technology. Clients highlight their exceptional project management and AI/ML capabilities, with positive feedback on the quality of deliverables and responsiveness. The overall sentiment is highly favorable, particularly in AI-driven projects, suggesting Wizard Labs is well-suited for clients seeking innovative solutions in tech-heavy environments.

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    Select Industry to see insights

    Information technology Business services Wellness & Fitness Software Logistics & Supply Chain

    Average Project Cost Breakdown

    $50,000 to $199,999 (3) $200,000 to $999,999 (1)

    What Clients Have Said

    Clients consistently express satisfaction with Wizard Labs' pricing, noting it aligns well with their budgets while delivering exceptional value. One client highlighted that their 'pricing fit our budget and offered good value for the cost,' while another remarked on their 'good value for cost' and 'high-quality software that exceeded expectations.' Overall, feedback indicates that Wizard Labs is perceived as a cost-effective partner that provides high-quality results without sacrificing service.
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    BlueLabel Logotype

    BlueLabel

    4.7 70 reviews
    Premier Verified
    $75,000+
    $100 - $149 / hr
    50 - 249
    New York, NY

    Services provided

    25% AI Consulting
    25% Generative AI
    20% AI Development +3 services
    10% Mobile App Development
    10% Product Design
    10% Web Design

    BlueLabel is a versatile technology consultancy known for its expertise in AI development, app design, and workflow automation. Across their reviews, clients consistently praise their agility, strategic clarity, and technical execution. BlueLabel's responsiveness and ability to integrate with existing systems are commended by 100% of reviewers, while 60% highlight their exceptional project management. Their commitment to delivering results on time and their ability to align with client cultures and values are frequently noted. Overall, BlueLabel maintains high client satisfaction, with no significant areas for improvement reported.

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    Reviews mention Reasonable pricing

    Clients consistently highlight Blue Label Labs' reasonable pricing as a significant advantage. One client emphasized that their value proposition was compelling, as many competitors offered more extensive services at substantially higher costs. Additionally, the billing practices were noted for their transparency, with no unexpected charges beyond initial estimates. Overall, the sentiment surrounding pricing is overwhelmingly positive, reflecting satisfaction with the cost-effectiveness of the services provided.
    • App Development for SMB Funding Company
      5.0 May 18, 2016

      The billing is very on target; they don't say one thing and then try to bill for a lot more than they had estimated. They just work well with the people at every level here, from relatively new developers to people that are fairly senior.

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    1 of 2 reviews are 5 stars
    $10,000 – $49,000 avg. project cost

    Reviewed 2 times in the past 6 months

    In the past six months, clients have praised BlueLabel for their strong project management and effective communication. A director from Zip noted their impressive ability to embed within the team and deliver a comprehensive design toolkit, although they suggested improvements in proactive communication during delays. Similarly, the CEO of Morgan Group highlighted their structured approach and rapid delivery of Microsoft-native AI pilots, achieving significant time savings without introducing new tools. Overall, feedback indicates a high level of satisfaction with BlueLabel's services.
    Read 2 Recent Reviews

    Industry Experience

    BlueLabel has demonstrated expertise across various industries, notably in Financial Services, Manufacturing, Healthcare, and Insurance, where they excelled in UX design, AI integration, and project management. Clients praised their ability to align with business objectives and deliver effective solutions, highlighting their responsiveness and collaborative approach. Overall sentiment reflects satisfaction, with clients appreciating their adaptability and commitment to quality work, making them well-suited for projects in these sectors.

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    Select Industry to see insights

    Information technology Agriculture Healthcare Other industries Wellness & Fitness Nonprofit Retail Media Research Sports Other Industry Government Design Automotive Construction Software Financial services Arts, entertainment & music IT Services Real estate Education Manufacturing Food & Beverages Insurance Advertising & marketing

    View projects from:

    United States (67) Thailand (1) United Arab Emirates (1)
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  • Yeji Data Lab inc Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Montréal, Canada

    Services provided

    60% AI Development
    20% AI Consulting
    10% Generative AI +1 service
    10% IT Strategy Consulting

    Yeji Data Lab inc is a Montréal, Canada-based artificial intelligence development company. Their services include Artificial Intelligence and AI Consulting.

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  • MysticParrot Logotype

    Not yet reviewed

    $75,000+
    $100 - $149 / hr
    2 - 9
    Purley, England

    Services provided

    50% AI Consulting
    50% AI Development

    MysticParrot is an AI Consulting and AI company. They provide AI Consulting and Artificial Intelligence and were established in 2014. The agency is located in Purley, England.

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  • Featured

    What are Featured Providers?

    Azumo Logotype

    Azumo

    4.9 26 reviews
    Premier Verified
    $10,000+
    $25 - $49 / hr
    50 - 249
    San Francisco, CA

    Services provided

    35% AI Development
    20% Custom Software Development
    15% AI Agents +2 services
    15% AI Consulting
    15% Generative AI

    Azumo is a software development company with a strong emphasis on customized solutions, cloud migration, and resource augmentation. Across the reviews, 100% of the feedback is positive, highlighting their flexibility, excellent project management, and ability to meet deadlines. Approximately 70% of reviewers specifically mention Azumo's cultural fit and alignment with company values, emphasizing their collaborative approach and commitment to client success.

    See all 26 projects

    Reviews mention Experienced

    Azumo has received highly positive feedback for their expertise in software development and platform modernization. A CEO noted their ability to quickly address development issues and modernize code, resulting in a stable and scalable solution. Clients praised Azumo's personable and efficient team, highlighting their extensive experience in technology architecture. The agile project management approach, including daily standups, was also commended. Overall, the sentiment reflects strong satisfaction with Azumo's capabilities and client-oriented service.
    • Software Development for Managed IT Company
      5.0 Dec 25, 2018

      They're personable, efficient, knowledgeable, and extremely customer-oriented. Their extensive experience with software and technology architecture equips them to design and implement robust platforms.

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    3 of 3 reviews are 5 stars
    $200,000 – $999,999 avg. project cost

    Reviewed 3 times in the past 6 months

    Recent reviews for Azumo highlight a strong overall sentiment of satisfaction among clients. Notable feedback includes their flexibility and effective project management, especially in adapting to evolving project scopes. One client praised Azumo for reducing staff labor time by 85% through automated solutions. Another emphasized the high level of customer service and collaboration provided. However, some clients noted minor team turnover as a potential area for improvement. Overall, Azumo is recognized for delivering quality products and maintaining strong communication.
    Read 3 Recent Reviews

    Average Project Cost Breakdown

    $50,000 to $199,999 (5) Less than $10,000 (3) $10,000 to $49,000 (2) $200,000 to $999,999 (2)

    What Clients Have Said

    Azumo is frequently recognized for delivering exceptional value for money, with clients appreciating their cost-effectiveness. One client noted they chose Azumo for their 'good value for cost,' while another highlighted their flexibility in accommodating project scope changes without compromising quality. The overall sentiment indicates that clients feel they receive quality service and outcomes relative to their investment, with many expressing satisfaction with the results achieved and the professionalism of the Azumo team.
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    Qubika Logotype

    Qubika

    4.9 61 reviews
    Premier Verified
    $10,000+
    $50 - $99 / hr
    250 - 999
    Austin, TX

    Services provided

    30% AI Development
    30% Cloud Consulting & SI
    20% UX/UI Design +2 services
    10% AI Agents
    10% Mobile App Development

    Qubika is a versatile technology services company specializing in mobile app development, data engineering, and product design solutions. Overall feedback is overwhelmingly positive, with 100% of reviews highlighting their professionalism, timely delivery, and high-quality work. Clients frequently praise Qubika's adaptability, communication, and the ability to quickly provide skilled talent, making them a preferred partner across various technology-driven projects.

    See all 61 projects

    Reviews mention Proactive

    Clients consistently praised Qubika for their proactive approach, highlighting exceptional communication and responsiveness throughout projects. One client noted their 'outstanding service' and proactive engagement in addressing needs, which ensured smooth project execution. Another emphasized Qubika's commitment to quality and rapid response times, stating that they demonstrated a solution-oriented mindset. Overall, the sentiment surrounding Qubika's proactivity is overwhelmingly positive, with clients appreciating their dedication to understanding and fulfilling project requirements effectively.
    • Website & Mobile App Dev for Fitness Equipment & App Company
      5.0 Aug 26, 2024

      They were proactive in addressing our needs, ensuring that any changes or concerns were swiftly communicated. The entire process was smooth, transparent, and efficient. Whether it was through proactive communication, rapid response times, or their willingness to adapt to our evolving needs, Qubika demonstrated a level of professionalism and dedication made the entire experience not just successful, but also enjoyable.

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    • App Development Services for Medical Device Company
      5.0 May 11, 2022

      December Labs moves quickly out of the gate. They’ve easily become part of our team. Moreover, they go above and beyond their responsibilities; their resources are passionate about what they’re doing. Most of the time, the team is proactive and responds to our dilemmas. If there’s any need for improvement, it would be around our firm’s growth and paint points.

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    • Website Development for Real Estate & Hospitality Company
      5.0 Aug 18, 2021

      December Labs was amazing. They were easy to communicate with, proactive, and highly professional. Their responsiveness and can-do attitude were impressive. Overall, an amazing experience.

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    • Mobile App Dev for Communication Management Platform
      5.0 May 31, 2018

      They pay attention to detail, try to understand the problem, and come up with solutions instead of just meeting requirements. December Labs thinks through what you tell them to do and suggests alternatives when they are better for the project. Most of the time, they were able to identify and solve problems before I ever mentioned them.

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    • Frontend Dev for Tech Consulting Firm
      5.0 Nov 26, 2019

      When we scaled up, their team became more involved from an actual development perspective. It was as if they were an extension of our team. The relationship wasn't just that we told them what to do and they did it. Rather, their team questioned our perspectives. For example, they would say: “I hear what you’re asking, but it doesn’t fit the way the product’s current architecture. We have these recommendations as an alternative.” Moove It was attuned to what was happening on the development side of the product.

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    Industry Experience

    Qubika demonstrates expertise across various industries, notably in Information Technology, Education, and Hospitality. Clients commend their exceptional project management, technical proficiency, and ability to deliver high-quality work on tight deadlines. In Information Technology, they excel in mobile app development and infrastructure projects, while in Education, their work on interactive platforms is highly praised. The overall sentiment is overwhelmingly positive, with clients appreciating their collaborative approach, responsiveness, and commitment to aligning with client goals. This makes Qubika a suitable partner for technology-driven projects in these sectors.

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    Select Industry to see insights

    Education Healthcare Financial services Other industries Arts, entertainment & music Advertising & marketing Information technology Consulting Wellness & Fitness Other Industry Software Hospitality & leisure Consumer Products Manufacturing Chemicals & Biotechnology Business services Media Energy & natural resources Nonprofit Telecommunications IT Services Real estate

    More responsive than most other service providers

    Qubika is very responsive

    They are a great candidate to start a conversation with. Send them a short message or project inquiry.
    Get in Touch

    View projects from:

    United States (53) Canada (1) Chile (1) Paraguay (1) Uruguay (1)
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    Sketch Development Logotype

    Sketch Development

    5.0 23 reviews
    Premier Verified
    $10,000+
    $150 - $199 / hr
    10 - 49
    Webster Groves, MO

    Services provided

    25% Custom Software Development
    15% AI Development
    10% AI Agents +5 services
    10% AI Consulting
    10% API Development
    10% Cloud Consulting & SI
    10% Generative AI
    10% Mobile App Development

    Sketch Development is a versatile software development company providing comprehensive services such as UX/UI design, Agile coaching, and custom software solutions across various sectors. Reviews indicate overwhelmingly positive feedback, with 100% of clients appreciating their project management, responsiveness, and alignment with company culture. A notable 70% of reviewers highlight their impressive ability to adapt and deliver tailored solutions efficiently.

    See all 23 projects

    Reviews mention Receptive

    Clients have expressed a highly receptive sentiment towards Sketch Development, highlighting their responsiveness to feedback and collaborative approach. One client noted, "Their team was responsive to our needs, receptive to feedback, and willing to collaborate..." Additionally, their ability to learn the client's industry and maintain organization throughout the project was commended. Overall, clients found Sketch Development to be dependable and effective partners, ensuring alignment and steady progress from concept to delivery.
    • Custom Software Dev for Insurance Brokerage
      5.0 Mar 24, 2025

      The Sketch Development team has been very flexible and accommodating to our needs. Not only is the development productivity excellent, they take the time to understand the business needs and use that insight to develop user-friendly analysis of complicated data. The developers at Sketch take the time to understand what we are trying to accomplish and is reactive to the ever-changing needs of the insurance industry.

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    • Strategy, Software Dev & Design for Pipeline Building Co
      5.0 Jun 8, 2026

      Sketch Development managed the project very effectively and was a strong partner throughout the engagement. They met key deadlines, kept the project moving, and communicated clearly and consistently as work progressed. Their team was responsive to our needs, receptive to feedback, and willing to collaborate through both strategic decisions and detailed UX/UI refinements. Overall, Sketch was organized, dependable, and easy to work with, which helped us stay aligned and make steady progress from concept through delivery.

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    6 of 6 reviews are 5 stars
    Less than $10,000 avg. project cost

    Reviewed 6 times in the past 6 months

    Over the past six months, clients have consistently praised Sketch Development for their professionalism, responsiveness, and ability to deliver tailored software solutions. For instance, Impact Marketplace noted a significant reduction in project processing time and appreciated the team's organizational skills. Similarly, Crumrine Property Tax Advisors highlighted the efficiency gained from automated invoicing. Overall, the sentiment is overwhelmingly positive, with no major areas for improvement identified by clients.
    Read 6 Recent Reviews

    Average Project Cost Breakdown

    $10,000 to $49,000 (5) $50,000 to $199,999 (4) Less than $10,000 (1) $200,000 to $999,999 (1)

    What Clients Have Said

    Clients consistently commend Sketch Development for their strong value for money and effective pricing strategies. For instance, one client noted that Sketch's pricing fit their budget while delivering high-quality, customized solutions, leading to significant operational improvements. Another remarked on the company's exceptional responsiveness and generosity with time and services. Overall, the sentiment across reviews is overwhelmingly positive, highlighting Sketch's ability to provide excellent service at a fair cost, making them a reliable choice for various projects.
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    More responsive than most other service providers

    Sketch Development is very responsive

    They are a great candidate to start a conversation with. Send them a short message or project inquiry.
    Get in Touch
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  • 2410 Studio Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9
    West Bromwich, England

    Services provided

    35% AI Development
    30% AI Agents
    20% Generative AI +1 service
    15% AI Consulting

    2410 Studio is an artificial intelligence development company. Their team is based in West Bromwich, England. The agency offers Artificial Intelligence and AI Agents.

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  • AgenticSwift AI Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Irvine, CA

    Services provided

    50% AI Development
    30% AI Consulting
    20% Generative AI

    AgenticSwift AI is an artificial intelligence firm. In Irvine, California, the firm was launched in 2025. Their services include Artificial Intelligence and AI Consulting.

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  • Multipath I/O Logotype

    Multipath I/O

    Not yet reviewed

    $25,000+
    $300+ / hr
    10 - 49

    Services provided

    50% AI Consulting
    25% AI Agents
    25% AI Development

    AI Consulting company Multipath I/O specializes in AI Consulting and Artificial Intelligence. They are in Berkeley, California.

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  • Formatic AI Logotype

    Formatic AI

    Not yet reviewed

    $1,000+
    $150 - $199 / hr
    2 - 9

    Services provided

    25% AI Agents
    25% AI Consulting
    25% AI Development +1 service
    25% Generative AI

    Formatic AI is a small AI Agents company founded in 2025. Their services include AI Agents and Generative AI.

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  • Ethical Edge Solutions Logotype

    Not yet reviewed

    $25,000+
    $100 - $149 / hr
    50 - 249
    Burleigh Heads, Australia

    Services provided

    25% AI Agents
    25% AI Consulting
    25% Custom Software Development +1 service
    25% Generative AI

    Launched in 2024, Ethical Edge Solutions is an AI Agents company. Their services include AI Agents and Generative AI.

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  • Featured

    What are Featured Providers?

    Altar.io Logotype

    Altar.io

    4.9 28 reviews
    Verified
    $25,000+
    $50 - $99 / hr
    10 - 49
    Lisboa, Portugal

    Services provided

    40% Custom Software Development
    25% AI Development
    15% Mobile App Development +2 services
    10% AI Consulting
    10% Product Design

    Altar.io is a software development company specializing in creating MVPs and custom solutions for startups across various industries. Reviews consistently highlight their exceptional project management and responsiveness, with 100% of reviewers praising their proactive communication and unique approach to collaboration. Clients commend Altar.io for their innovative thinking and dedication, with over 90% noting their ability to align projects with business goals.

    See all 28 projects

    Reviews mention Collaborative

    Altar.io has received overwhelmingly positive feedback regarding their collaborative approach. Clients noted the team's exceptional communication skills and ability to understand project needs, stating, "They answered all questions we had immediately" and highlighted their capacity to foster a collaborative environment. One client emphasized that the team's culture "makes it easy to bring out the best ideas from everyone." Overall, the sentiment reflects a strong appreciation for Altar.io's commitment to collaboration, which has significantly enhanced project outcomes.
    • Custom Software Dev for Research Company
      5.0 Aug 14, 2023

      Altar.IO gave us regular updates weekly, they answered all questions we had immediately and overall were exceptional in communication and understanding what we needed and our constraints. Their ability to communicate, understand our situation and needs, and collaborate with us on ideas and the actual needs of the product and our unique situation. This has been an exceptional collaboration, I cannot think of anything that could have made it better honestly.

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    • AI Consulting & Dev for Translation Services Company
      5.0 Jun 4, 2025

      Their team's capabilities and friendliness, combined with a company culture that fosters collaboration, make it easy to bring out the best ideas from everyone, including me as the Founder. They truly put themselves in the founder's shoes and know how to maximize results by focusing on what matters most.

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    Industry Experience

    Altar.io has garnered positive feedback across multiple industries including real estate, financial services, business services, information technology, and arts and entertainment. Their strengths lie in custom software development, product scoping, and UX/UI design, where clients commend their responsiveness, creativity, and ability to drive projects forward. Overall sentiment is particularly favorable in fintech and real estate, highlighting their expertise and impact, making them a strong candidate for startups and established firms in need of innovative tech solutions.

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    Select Industry to see insights

    Other Industry Business services Real estate Research Software Social Networking Hospitality & leisure Healthcare Financial services Telecommunications IT Services Consulting Information technology Arts, entertainment & music

    Average Project Cost Breakdown

    $10,000 to $49,000 (13) Less than $10,000 (5) $50,000 to $199,999 (5)

    What Clients Have Said

    Altar.io is consistently noted for providing excellent value for money, with clients highlighting their flexibility in budget and willingness to adjust project scopes. One client appreciated the team's ability to align with startup budget constraints, stating they demonstrated 'real flexibility around my budget.' Another remarked on the superior efficiency compared to previous vendors, noting a significant increase in project efficiency. Overall, clients express satisfaction with the costs relative to the quality of work delivered, often viewing Altar.io as a partner invested in their success.
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    More responsive than most other service providers

    Altar.io is very responsive

    They are a great candidate to start a conversation with. Send them a short message or project inquiry.
    Get in Touch
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    Snotor Logotype

    Snotor

    5.0 35 reviews
    Premier Verified
    $10,000+
    $50 - $99 / hr
    50 - 249
    Rīga, Latvia

    Services provided

    30% Mobile App Development
    25% Web Development
    10% AI Development +4 services
    10% Custom Software Development
    10% Generative AI
    10% IT Staff Augmentation
    5% UX/UI Design

    Snotor is a versatile development company specializing in software and mobile app development, AI solutions, and technical audits. Their reviews on Clutch.co are overwhelmingly positive, with consistent praise for their technical expertise, communication, and project management. Approximately 100% of the reviews commend Snotor's responsiveness and reliability, emphasizing their collaborative approach and commitment to project success.

    See all 35 projects
    3 of 3 reviews are 5 stars
    Less than $10,000 avg. project cost

    Reviewed 3 times in the past 6 months

    Recent reviews of Snotor highlight a strong overall sentiment, with clients praising their technical expertise and collaborative approach. A founder noted their impressive ability to understand complex requirements and contribute valuable ideas. Another client emphasized Snotor's transparent project management and timely delivery of milestones. Feedback also highlighted exceptional customer support, particularly from their team members. Overall, clients expressed high satisfaction and confidence in Snotor's capabilities, with no significant areas for improvement identified.
    Read 3 Recent Reviews

    Industry Experience

    Snotor has demonstrated significant expertise across various industries, including Information Technology, Medical, Education, and Arts. Clients commend their strong communication, responsiveness, and proactive approach, with many noting their ability to deliver complex projects on time. In the IT sector, they excel in software development, while in Medical, they provide innovative solutions for healthcare applications. Their work in Education highlights their commitment to developing user-friendly platforms. Overall, Snotor is well-suited for clients seeking dedicated partnership in tech-driven projects in these sectors.

    Read All Reviews

    Select Industry to see insights

    Medical Information technology Software Wellness & Fitness Sports Engineering Retail Human Resources IT Services Education Manufacturing Other industries Financial services Arts, entertainment & music Healthcare Advertising & marketing

    Average Project Cost Breakdown

    $10,000 to $49,000 (14) $50,000 to $199,999 (4) Less than $10,000 (1)

    What Clients Have Said

    Snotor has received positive feedback regarding their overall cost and value for money. Clients frequently noted that their pricing aligns well with budgets, with comments such as 'good value for cost' and 'pricing fit our budget.' One client emphasized that Snotor consistently delivers high-quality work ahead of schedule, enhancing the perceived value. Overall sentiment reflects satisfaction with Snotor’s affordability and the quality of their services, making them a desirable partner for various projects.
    Read All Reviews

    View projects from:

    United States (6) Australia (3) France (3) Germany (2) Ukraine (2) Norway (2) Malta (1) Netherlands (1) Latvia (1) Poland (1) Italy (1) Belgium (1) England (1)
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    CodeNinja Logotype

    CodeNinja

    5.0 53 reviews
    Premier Verified
    $25,000+
    $25 - $49 / hr
    250 - 999
    Dallas, TX

    Services provided

    50% AI Development
    20% Custom Software Development
    20% IT Staff Augmentation +1 service
    10% Cloud Consulting & SI

    CodeNinja is a versatile software development company offering services including AI integration, custom SaaS solutions, enterprise web development, and staff augmentation. Their client feedback is overwhelmingly positive, with approximately 95% of reviews praising their project management, responsiveness, and alignment with business needs. Clients appreciate their ability to deliver innovative, user-friendly solutions on time and within budget, making them a reliable development partner.

    See all 53 projects

    Reviews mention Patient

    Clients have highlighted CodeNinja's exceptional patience and cooperation throughout their projects, which significantly contributed to a positive working relationship. One client specifically noted that the patience displayed during the project was a unique aspect of the company's service. Overall, feedback indicates a strong sentiment of satisfaction, with clients appreciating the proficiency and support provided by CodeNinja, leading to successful outcomes and a desire for future collaboration.
    • Digital Marketing for Internet Media Company
      5.0 Jan 29, 2022

      The patience and cooperation throughout the project are what makes this company unique.

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    1 of 1 reviews is 5 stars
    $50,000 – $199,999 avg. project cost

    Reviewed 1 time in the past 6 months

    In recent reviews, clients have praised CodeNinja for their effective project management and responsiveness to evolving needs. One CEO highlighted their success in developing a compliant accounting system for Saudi Arabia, achieving ZATCA certification and ensuring accurate VAT reporting. Communication was noted as a strength, with consistent updates and timely deliveries. Overall, feedback indicates a high level of satisfaction, with clients expressing a willingness to engage CodeNinja for future projects.
    Read 1 Recent Review

    Industry Experience

    CodeNinja has demonstrated expertise across various industries, including Financial Services, Energy & Natural Resources, Education, Retail, and Automotive. Feedback highlights their strengths in project management, timely delivery, and responsiveness to evolving client needs. Clients from Financial Services praised their ability to create compliant systems, while the Energy sector noted their innovative AI implementations. Overall, the sentiment is positive, suggesting CodeNinja is well-suited for projects in financial technology, sustainability solutions, educational platforms, eCommerce, and more.

    Read All Reviews

    Select Industry to see insights

    Education IT Services Business services Retail Consulting Advertising & marketing Automotive Manufacturing Software Food & Beverages Logistics & Supply Chain Healthcare Sports Hospitality & leisure Nonprofit Arts, entertainment & music Consumer Products Financial services Information technology Construction Banks Energy & natural resources

    Average Project Cost Breakdown

    $10,000 to $49,000 (19) Less than $10,000 (16) $50,000 to $199,999 (6) $200,000 to $999,999 (4)

    What Clients Have Said

    Clients generally express satisfaction with CodeNinja's pricing and perceived value for money. Feedback highlights that their pricing fits various budgets, with clients like TAM Consulting noting it was a key reason for selection. Bayan Credit Bureau emphasized the good value for cost, while others consistently mentioned positive experiences regarding project outcomes relative to investment. Overall, CodeNinja is seen as a cost-effective partner delivering quality results, reinforcing a favorable sentiment about their cost-to-value ratio.
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  • Nic Chin — AI Architect & Fractional CTO Logotype

    Not yet reviewed

    $10,000+
    $100 - $149 / hr
    2 - 9
    Shah Alam, Malaysia

    Services provided

    40% AI Development
    25% Generative AI
    20% AI Consulting +1 service
    15% AI Agents

    Located in Shah Alam, Malaysia, Nic Chin — AI Architect & Fractional CTO is an artificial intelligence firm. The team provides Artificial Intelligence and Generative AI.

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  • DigiCareHouse Logotype

    DigiCareHouse

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    10 - 49

    Services provided

    60% AI Development
    25% Web Development
    15% Custom Software Development

    Artificial intelligence firm DigiCareHouse offers Artificial Intelligence and Web Development. They were founded in 2025.

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  • Featured

    What are Featured Providers?

    Phaedra Solutions Logotype

    Phaedra Solutions

    4.9 28 reviews
    Premier Verified
    $10,000+
    $25 - $49 / hr
    50 - 249
    Dubai, United Arab Emirates

    Services provided

    35% AI Development
    20% Mobile App Development
    20% Web Development +2 services
    15% UX/UI Design
    10% DevOps Managed Services

    Phaedra Solutions, a software development firm, is highly regarded for delivering end-to-end web and mobile app solutions, UI/UX design, and AI integrations. The company is praised for its professionalism, timely project delivery, and strong communication skills, with 100% of reviews highlighting their reliability and dedication. Clients consistently commend their project management capabilities and responsiveness, although there were minor suggestions for improving internet connectivity during meetings. Overall, 90% of the reviews express satisfaction with Phaedra Solutions' services.

    See all 28 projects

    Reviews mention Creative

    Phaedra Solutions received highly positive feedback for their creativity in redesigning a client's website. The client praised the team's ability to enhance their initial design, stating they were 'stunned' by the final product. The workflow was described as 'outstanding,' with effective communication throughout the project. The client highlighted the team's creativity, talent, and work ethics, calling it a 'total package.' Overall, the sentiment regarding Phaedra Solutions' creative capabilities is overwhelmingly favorable.
    • UI/UX Web Design for Publishing Company
      5.0 Jun 17, 2022

      I could write a whole novel here, but I try to keep it short and sweet: their work ethics, workflow, creativity, talent, service, support, care, humour and just the atmosphere they create while working with them. It is 100% a total package for me!

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    3 of 4 reviews are 5 stars
    $10,000 – $49,000 avg. project cost

    Reviewed 4 times in the past 6 months

    In the past six months, clients have consistently praised Phaedra Solutions for their professionalism, responsiveness, and ability to deliver high-quality work on time. Notably, one client highlighted their effective communication and project management, stating, "The team keeps us in the loop throughout the process." Another client emphasized the successful integration of AI workflows, resulting in measurable improvements like higher client adoption and reduced bug reports. Overall, the sentiment is highly positive, with clients expressing satisfaction and no significant areas for improvement.
    Read 4 Recent Reviews

    Industry Experience

    Phaedra Solutions has demonstrated expertise across various industries, including real estate, information technology, consumer products, legal, non-profit, and retail. Feedback highlights their strengths in full-stack development, UI/UX design, and project management, with clients praising their timely delivery and communication. Overall sentiment is positive, indicating strong client satisfaction and effective collaboration, making them a suitable choice for projects in technology-dependent sectors.

    Read All Reviews

    Select Industry to see insights

    Other industries Information technology Publishing Non-profit Nonprofit Software Legal Retail Other Industry Energy & natural resources Advertising & marketing IT Services Consumer products & services Real estate Food & Beverages

    View projects from:

    United States (12) United Arab Emirates (4) Germany (2) Switzerland (2) Canada (1) Denmark (1)
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    Kraftors Web Solutions Private Limited Logotype

    Kraftors Web Solutions Private Limited

    4.9 36 reviews
    Premier Verified
    $10,000+
    $25 - $49 / hr
    50 - 249
    Lucknow, India

    Services provided

    40% AI Development
    20% AR/VR Development
    10% AI Agents +3 services
    10% AI Consulting
    10% E-Commerce Development
    10% Mobile App Development

    Kraftors Web Solutions Private Limited is a versatile software development company providing a wide range of services, including web and app development, AI solutions, and analytics platforms. Based on client reviews, the company delivers projects on time and demonstrates strong project management skills. Impressively, 100% of reviewers highlighted their ability to understand complex client needs and align their solutions accordingly, resulting in enhanced user engagement and operational efficiency.

    See all 36 projects
    3 of 3 reviews are 5 stars
    Less than $10,000 avg. project cost

    Reviewed 3 times in the past 6 months

    In the last six months, client feedback for Kraftors Web Solutions Private Limited has been overwhelmingly positive. Clients praised their ability to deliver high-quality solutions on time, with one CEO noting they 'delivered more than expected.' Their effective communication and project management skills were highlighted, although some suggested improvements in documentation and initial questioning. Overall, clients valued their technical expertise and dedication to understanding specific project needs, establishing Kraftors as a reliable partner.
    Read 3 Recent Reviews

    Industry Experience

    Kraftors Web Solutions Private Limited has garnered positive feedback across various sectors, including Medical, Education, Financial Services, Arts, Entertainment & Music, Retail, and Utilities. Clients commend their expertise in developing complex applications, AI solutions, and user-friendly interfaces. The overall sentiment reflects strong satisfaction with their project management and responsiveness, making them particularly suitable for tech-driven projects in healthcare, education, and financial services, while also excelling in retail and entertainment industries.

    Read All Reviews

    Select Industry to see insights

    Medical Education Financial services Healthcare Utilities Human Resources Gaming Retail Food & Beverage Design Software Information technology Arts, entertainment & music Other industries

    Average Project Cost Breakdown

    $10,000 to $49,000 (17) Less than $10,000 (1) $50,000 to $199,999 (1)

    What Clients Have Said

    Clients consistently praise Kraftors Web Solutions Private Limited for providing excellent value for money, often highlighting their competitive pricing and alignment with budgetary constraints. One client noted, "their pricing fit our budget, they were a great culture fit, and they offered good value for the cost." Additionally, another client expressed satisfaction, stating, "they delivered beyond expectations" while maintaining affordability. Overall, the sentiment reflects a strong appreciation for the quality of service relative to the cost, reinforcing their reputation as a cost-effective solution.
    Read All Reviews

    View projects from:

    United States (19) India (1) Italy (1) England (1)
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    LANARS Logotype

    LANARS

    5.0 15 reviews
    Verified
    $25,000+
    $50 - $99 / hr
    50 - 249
    Fornebu, Norway

    Services provided

    25% Mobile App Development
    25% Web Development
    20% Custom Software Development +2 services
    20% IoT Development
    10% AI Development

    LANARS is a versatile technology solutions company specializing in mobile app development, software development, and web services. The overall feedback from their clients on Clutch.co is overwhelmingly positive, with approximately 95% of reviewers appreciating their project management skills, technical expertise, and commitment to deadlines. Notably, 80% of reviews highlight their flexibility and reliable communication, making them a preferred partner for complex projects across various industries.

    See all 15 projects

    Reviews mention Transparent

    Clients consistently commend LANARS for their transparency throughout the project lifecycle. One client highlighted their 'honesty,' noting that despite change requests, LANARS did not raise prices, which fostered trust. The project's management was described as effective, with regular updates and the use of Trello for tracking progress. Overall, the sentiment reflects a strong appreciation for LANARS' clear communication and integrity in business dealings.
    • Social Reading App Dev for Startup
      5.0 May 15, 2019

      It’s their honesty. LANARS gave us a very good quote in the beginning to compete with other agencies. I made some change requests after that, but they never tried to ask for higher prices. They’re honest, transparent, and easy to work with.

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    1 of 1 reviews is 5 stars
    $50,000 – $199,999 avg. project cost

    Reviewed 1 time in the past 6 months

    In the last six months, LANARS has received highly positive feedback for their reliability and flexibility. Clients noted a significant 37% increase in conversion rates and an 80% reduction in translation time after project completion. One client praised LANARS for their ability to adapt to scope changes while consistently meeting deadlines, and highlighted their impressive optimization of AI translation pipelines. Overall, clients expressed satisfaction with the professional approach and effective communication throughout the project.
    Read 1 Recent Review

    Industry Experience

    LANARS has received positive feedback across multiple industries, including Information Technology, Financial Services, Manufacturing, Business Services, and Construction. Clients commend their expertise in mobile and web application development, effective project management, and adaptability to scope changes. The overall sentiment is highly favorable, particularly in IT and Financial Services, where they’ve demonstrated strong technical capabilities and communication skills. Potential clients in these sectors may find LANARS to be a suitable partner for their project needs.

    Read All Reviews

    Select Industry to see insights

    Manufacturing Business services Information technology Financial services IT Services Construction

    View projects from:

    Norway (5) United States (2) Australia (1) Canada (1) Germany (1)
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  • Summone AI Consulting Logotype

    Not yet reviewed

    $10,000+
    $100 - $149 / hr
    2 - 9
    Glasgow, Scotland

    Services provided

    30% AI Consulting
    30% AI Development
    20% AI Agents +1 service
    20% Generative AI

    Artificial intelligence company Summone AI Consulting is located in Glasgow, Scotland. Their services include Artificial Intelligence and AI Consulting.

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  • Get AI Ready Logotype

    Get AI Ready

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49

    Services provided

    30% AI Consulting
    20% Generative AI
    15% AI Development +3 services
    15% BI & Big Data Consulting & SI
    15% IT Strategy Consulting
    5% AI Agents

    Founded in 2025, Get AI Ready is an AI Consulting company. The agency offers AI Consulting and Generative AI, and is small.

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  • Featured

    What are Featured Providers?

    Leobit Logotype

    Leobit

    4.9 59 reviews
    Premier Verified
    $25,000+
    $25 - $49 / hr
    50 - 249
    L'viv, Ukraine

    Services provided

    20% AI Development
    20% Custom Software Development
    20% Web Development +4 services
    10% AI Agents
    10% Cloud Consulting & SI
    10% Generative AI
    10% Mobile App Development

    Leobit is a software development company specializing in AI and mobile application solutions, catering to diverse industry needs such as FinTech, IoT, and digital marketing. Reviews consistently praise their technical expertise, strategic partnership approach, and on-time delivery, with 100% of feedback highlighting their reliability and effective communication. Leobit’s ability to adapt to changing requirements and offer innovative solutions is universally recognized by their clients.

    See all 59 projects

    Reviews mention High-quality work

    Leobit consistently receives high praise for delivering high-quality work across various projects. Clients commend their technical expertise, effective project management, and commitment to understanding business needs. For instance, one client noted that Leobit 'brought high-quality resources' and offered innovative solutions, while another highlighted their 'outstanding quality of work' and 'speed of implementation.' Overall, the sentiment reflects strong satisfaction with Leobit's performance and the quality of deliverables.
    • App Development & Testing for Financial Services Co
      5.0 Nov 28, 2023

      Leobit has delivered an outstanding quality of work, speed of implementation, and an unmatched dedication to and ownership of projects they are involved in. Our Leobit team continually exceeds expectations for on-time delivery and quality of work product.

      Read Full Review
    • Dev Staff Augmentation for Digital Insurance Platform
      4.5 Nov 7, 2022

      The code is generally high quality, and we work through any questions or issues that arise during development or testing. Their willingness to work through issues with us has helped us become a better team.

      Read Full Review
    • Custom Software Development for Wealth Management Platform
      5.0 Apr 16, 2025

      We are fortunate to have hardworking and sharp engineers on our team who constantly deliver a high quality output with an excellent sense of problem solving. Our business operates in a very niche vertical of financial services / wealth management, so I can image it is difficult for a Ukrainian team to understand these nuances, especially when English is a second language. We would not have been able to accomplish what we have to far without this team, and they are THE key to getting where we want to go.

      Read Full Review
    • Web App Modernization Assessment for CRM Software Company
      5.0 Aug 13, 2025

      Leobit completed the promised deliverables on time and within budget, and the quality of their work exceeded our expectations.

      Read Full Review
    • Custom Software Dev for Management Solutions Company
      5.0 Nov 7, 2025

      The migration from IdentityServer to OpenIddict was successfully completed in line with the agreed specification. The project delivered a stable and secure authentication platform, along with comprehensive technical documentation covering the architecture, configuration, and troubleshooting procedures. The work delivered by the Leobit team met all our expectations.

      Read Full Review
    Read All Reviews
    5 of 5 reviews are 5 stars
    Unknown avg. project cost

    Reviewed 5 times in the past 6 months

    Recent reviews of Leobit highlight their strong project management and technical expertise. Clients commend the team for delivering projects on time, maintaining effective communication, and providing innovative solutions. For instance, one client noted a significant reduction in document creation time due to an AI-powered automation tool. Overall, sentiment is overwhelmingly positive, with clients emphasizing Leobit’s role as a strategic partner, their responsiveness to needs, and their ability to adapt to changing requirements.
    Read 5 Recent Reviews

    Industry Experience

    Leobit has demonstrated expertise across multiple industries including Information Technology, Financial Services, Education, Supply Chain, and Advertising. Clients report high satisfaction with their project management, technical skills, and responsiveness. Industry-specific feedback highlights Leobit's ability to deliver robust solutions and innovative features, particularly in FinTech and software development. Overall sentiment is positive, with many clients emphasizing their strategic partnership approach and ability to adapt to complex project requirements.

    Read All Reviews

    Select Industry to see insights

    Real estate Other industries Software Healthcare Engineering Non-profit Consumer Products Sports Financial services Education Advertising & marketing Media IT Services Information technology Consulting Retail Gambling

    Average Project Cost Breakdown

    $50,000 to $199,999 (14) $10,000 to $49,000 (9) $200,000 to $999,999 (7) Less than $10,000 (5)

    What Clients Have Said

    Leobit has consistently been praised for providing strong value for money across various projects. Clients noted that their pricing structures fit within budget constraints, with feedback highlighting 'good value for cost' and 'great culture fit.' One client stated that they achieved 'rapid development at significantly lower costs than using on-shore resources.' Overall, sentiments reflect a positive impression of Leobit's cost-effectiveness, with many clients expressing satisfaction with the quality of work relative to the investment made.
    Read All Reviews
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    TechnoYuga Logotype

    TechnoYuga

    5.0 64 reviews
    Premier Verified
    $10,000+
    < $25 / hr
    50 - 249
    New Delhi, India

    Services provided

    35% AI Development
    25% Custom Software Development
    25% Mobile App Development +1 service
    15% Web Development

    TechnoYuga Soft Pvt. Ltd. is a versatile software development company specializing in mobile and web applications, AI integration, and UX/UI design. Across numerous reviews, clients consistently praise their ability to deliver projects on time, align with company values, and provide excellent project management and communication. Notably, 100% of reviewers mention TechnoYuga's commitment to exceeding expectations and enhancing user experience, making them a reliable choice for complex tech solutions.

    See all 64 projects

    Industry Experience

    TechnoYuga has garnered positive feedback across various industries, including Financial Services, Retail, Education, and Healthcare. Clients commend their expertise in developing user-friendly applications, effective project management, and responsiveness to needs. In Financial Services, they excel in creating secure platforms that enhance client engagement. In Retail, their solutions improve customer interaction and loyalty. Their work in Education focuses on innovative learning tools, while in Healthcare, they ensure compliance with regulatory standards. Overall, TechnoYuga is well-suited for clients seeking reliable digital solutions in these sectors.

    Read All Reviews

    Select Industry to see insights

    Software Food & Beverages Wellness & Fitness Financial services Education Business services Sports Automotive Consulting Healthcare Human Resources Information technology Social Networking Restaurants Hospitality & leisure Medical Advertising & marketing Design Engineering Media Consumer Products Retail

    Average Project Cost Breakdown

    $10,000 to $49,000 (26) $50,000 to $199,999 (9) Less than $10,000 (2) $200,000 to $999,999 (1)

    What Clients Have Said

    TechnoYuga Soft Pvt. Ltd. is frequently praised for its cost-effectiveness and value for money across various projects. Clients noted that the pricing fit their budgets while still delivering high-quality results, with one stating, 'Good value for cost.' Another client highlighted their ability to provide quality work on time, reinforcing the sentiment that the company offers excellent value. Overall, the feedback indicates a positive perception of their pricing relative to the quality of services provided.
    Read All Reviews

    View projects from:

    India (12) United States (11) Italy (3) United Arab Emirates (2) Malaysia (1) Lithuania (1) Belgium (1) Mexico (1) Netherlands (1) Portugal (1) Spain (1) France (1) Türkiye (1) Canada (1)
    View Profile Visit Website
    JPLoft Logotype

    JPLoft

    5.0 96 reviews
    Premier Verified
    $10,000+
    $50 - $99 / hr
    50 - 249
    Denver, CO

    Services provided

    50% Mobile App Development
    20% AI Development
    10% Custom Software Development +2 services
    10% UX/UI Design
    10% Web Development

    JPLoft is a versatile and dynamic app and web development company, known for its high ratings and effective project management. Across its reviews, 100% of clients highlight the company's ability to meet deadlines and deliver high-quality, innovative solutions. Clients commend JPLoft for its proactive communication, creative problem-solving, and partnership-oriented approach. Overall, JPLoft shows consistent excellence in transforming client visions into functional, user-friendly platforms.

    See all 96 projects
    2 of 2 reviews are 5 stars
    $10,000 – $49,000 avg. project cost

    Reviewed 2 times in the past 6 months

    In recent reviews, clients praised JPLoft for their exceptional project management, timely delivery, and innovative solutions. One CEO noted their ability to think outside the box, enhancing app development significantly. Another client commended the team's responsiveness and personal service, stating they provided instant support throughout the project. Overall, sentiment is highly positive, with clients expressing satisfaction and confidence in JPLoft's capabilities, although a desire for more team visibility was mentioned as a minor improvement area.
    Read 2 Recent Reviews

    More responsive than most other service providers

    JPLoft is very responsive

    They are a great candidate to start a conversation with. Send them a short message or project inquiry.
    Get in Touch

    View projects from:

    United States (44) India (9) Saudi Arabia (2) England (2) Australia (1) Canada (1) Kiribati (1) Israel (1) Kenya (1)
    View Profile Visit Website
  • Riteway Development Logotype

    Riteway Development

    Not yet reviewed

    $5,000+
    $150 - $199 / hr
    2 - 9

    Services provided

    30% AI Development
    25% AI Consulting
    25% Custom Software Development +1 service
    20% Generative AI

    Small AI firm Riteway Development, is based in Kansas City, Missouri. The team specializes in Artificial Intelligence and AI Consulting.

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  • Blümlein AI & Automation GmbH Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Vellberg, Germany

    Services provided

    50% AI Consulting
    50% AI Development

    Blümlein AI & Automation GmbH is an artificial intelligence development company and AI Consulting company founded in 2025. The small team provides Artificial Intelligence and AI Consulting.

    Read more
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  • CT Labs Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    50 - 249
    Beachwood, OH

    Services provided

    35% AI Agents
    35% AI Consulting
    30% AI Development

    AI Consulting company CT Labs was established in 2025. The team offers AI Consulting and AI Agents.

    Read more
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  • Quantum Acumen Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    10 - 49
    Kochi, India

    Services provided

    25% AI Consulting
    20% AI Development
    15% Custom Software Development +4 services
    15% Generative AI
    10% AI Agents
    10% Cybersecurity
    5% DevOps Managed Services

    Quantum Acumen is an AI Consulting company. In Kochi, India, the firm offers AI Consulting and Artificial Intelligence.

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  • Pulsereal Logotype

    Pulsereal

    Not yet reviewed

    $1,000+
    Undisclosed
    10 - 49

    Services provided

    100% AI Consulting

    Small AI Consulting company Pulsereal, is headquartered in Sheridan, Wyoming. Their services include AI Consulting.

    Read more
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  • Global Teams AI Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Lewes, DE

    Services provided

    65% AI Consulting
    5% Digital Strategy
    5% HR Outsourcing +5 services
    5% IT Managed Services
    5% IT Staff Augmentation
    5% IT Strategy Consulting
    5% UX/UI Design
    5% Web Design

    Based in Lewes, Delaware, Global Teams AI is an AI Consulting company. They specialize in AI Consulting and Digital Strategy.

    Read more
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  • AI3DGen Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    2 - 9
    Birmingham, England

    Services provided

    100% Generative AI

    AI3DGen is a Birmingham, England-based Generative AI company. Their services include Generative AI.

    Read more
    View Profile
  • WHITEMOON Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    2 - 9
    Majadahonda, Spain

    Services provided

    50% AI Development
    30% AI Agents
    20% AI Consulting

    WHITEMOON, an artificial intelligence company, is in Majadahonda, Spain. The team focuses on Artificial Intelligence and AI Agents.

    Read more
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  • DallasAI Logotype

    Not yet reviewed

    $25,000+
    $150 - $199 / hr
    10 - 49
    Keller, TX

    Services provided

    30% AI Consulting
    30% AI Development
    20% AI Agents +2 services
    10% IT Managed Services
    10% IT Strategy Consulting

    Launched in 2021, DallasAI is an AI Consulting company. The small team offers AI Consulting and Artificial Intelligence.

    Read more
    View Profile
  • SoonLab Logotype

    SoonLab

    Not yet reviewed

    $25,000+
    < $25 / hr
    10 - 49

    Services provided

    45% Generative AI
    30% AI Development
    15% AI Agents +1 service
    10% Custom Software Development

    SoonLab is a small TSIM SHA TSUI, Hong Kong-based Generative AI company. The team provides Generative AI and Artificial Intelligence.

    Read more
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  • Digicovai Logotype

    Digicovai

    Not yet reviewed

    $1,000+
    < $25 / hr
    2 - 9

    Services provided

    30% AI Agents
    30% AI Development
    30% Generative AI +1 service
    10% AI Consulting

    Generative AI company Digicovai was established in 2024. The small team specializes in Generative AI and Artificial Intelligence.

    Read more
    View Profile
  • AI Aware Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9
    London, England

    Services provided

    100% AI Development

    Artificial intelligence firm AI Aware specializes in Artificial Intelligence. They were established in 2023.

    Read more
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  • Clarion Analytics Logotype

    Clarion Analytics

    Not yet reviewed

    $25,000+
    $25 - $49 / hr
    2 - 9

    Services provided

    30% AI Development
    25% AI Consulting
    25% Generative AI +1 service
    20% AI Agents

    Clarion Analytics is an AI company. They are headquartered in Singapore, Singapore, and their services include Artificial Intelligence and AI Consulting.

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  • OpenDrawing Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    10 - 49
    Costa Mesa, CA

    Services provided

    60% AI Development
    20% BI & Big Data Consulting & SI
    20% Data Annotation Services

    AI development company OpenDrawing focuses on Artificial Intelligence and Data Annotation Services. They were established in 2024.

    Read more
    View Profile
  • Citrus Apps Lab Logotype

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    10 - 49
    Glendale, CA

    Services provided

    100% AI Development

    Citrus Apps Lab is an AI firm headquartered in Glendale, California. Founded in 2017, the team specializes in Artificial Intelligence.

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  • LaunchReady AI Logotype

    LaunchReady AI

    Not yet reviewed

    $25,000+
    $300+ / hr
    2 - 9

    Services provided

    100% AI Consulting

    LaunchReady AI is an AI Consulting company. The team is in Fishers, Indiana, and their services include AI Consulting.

    Read more
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  • KI-Beratung Fankhauser Logotype

    KI-Beratung Fankhauser

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9

    Services provided

    30% AI Consulting
    30% AI Development
    30% Generative AI +1 service
    10% AI Agents

    Founded in 2019, KI-Beratung Fankhauser is a small artificial intelligence development company. Their team specializes in Artificial Intelligence and AI Consulting.

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  • Creativebitsai Logotype

    Not yet reviewed

    $1,000+
    < $25 / hr
    10 - 49
    Syosset, NY

    Services provided

    35% AI Development
    25% AI Consulting
    25% Generative AI +1 service
    15% AI Agents

    Launched in 2024, Creativebitsai is an AI company. The team specializes in Artificial Intelligence and AI Consulting and is based in Syosset, New York.

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  • OmniBioFex Logotype

    OmniBioFex

    Not yet reviewed

    Undisclosed
    Undisclosed
    10,000+

    Services provided

    20% AI Agents
    20% Generative AI
    15% AI Consulting +3 services
    15% AI Development
    15% Content Moderation Services
    15% Data Annotation Services

    OmniBioFex is a Generative AI company. They were established in 2026, and their services include Generative AI and AI Agents.

    Read more
    View Profile
  • Ideal AI Logotype

    Ideal AI

    Not yet reviewed

    $5,000+
    $150 - $199 / hr
    2 - 9

    Services provided

    60% AI Development
    20% AI Consulting
    20% Generative AI

    AI company Ideal AI was established in 2026. Based in Orlando, Florida, the team provides Artificial Intelligence and AI Consulting.

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  • INDIASPEAKS RESEARCH LABS PRIVATE LIMITED Logotype

    INDIASPEAKS RESEARCH LABS PRIVATE LIMITED

    Not yet reviewed

    $5,000+
    < $25 / hr
    2 - 9

    Services provided

    50% AI Development
    35% AI Consulting
    15% Custom Software Development

    INDIASPEAKS RESEARCH LABS PRIVATE LIMITED, an AI development company, was founded in 2021. The small team provides Artificial Intelligence and AI Consulting.

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  • Betasys AI Private Ltd Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    50 - 249
    Nagpur, India

    Services provided

    25% AI Agents
    25% AI Consulting
    25% AI Development +1 service
    25% Generative AI

    Betasys AI Private Ltd, a midsize AI development company, is located in Nagpur, India. The team focuses on Artificial Intelligence and AI Consulting.

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  • Creative Bits AI Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    10 - 49
    Syosset, NY

    Services provided

    50% AI Consulting
    20% AI Development
    20% Generative AI +1 service
    10% AI Agents

    Based in Syosset, New York, Creative Bits AI is an AI Consulting company. The team focuses on AI Consulting and Artificial Intelligence.

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  • 9AI Logotype

    9AI

    Not yet reviewed

    $5,000+
    < $25 / hr
    50 - 249

    Services provided

    50% AI Consulting
    50% AI Development

    9AI is a midsize AI Consulting and AI development company founded in 2022. Their team offers AI Consulting and Artificial Intelligence.

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  • WAIM Logotype

    WAIM

    Not yet reviewed

    $5,000+
    $150 - $199 / hr
    2 - 9

    Services provided

    65% AI Development
    20% AI Agents
    10% AI Consulting +1 service
    5% Computer Engineering

    Founded in 2024, WAIM is an artificial intelligence development company. Based in Dubai, United Arab Emirates, the team provides Artificial Intelligence and AI Agents.

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  • AppliconSoft LLC Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    50 - 249
    Austin, TX

    Services provided

    30% AI Development
    10% AI Agents
    10% AI Consulting +7 services
    10% Custom Software Development
    10% Generative AI
    10% Web Development
    5% Cybersecurity
    5% DevOps Managed Services
    5% E-Commerce Development
    5% Mobile App Development

    AppliconSoft LLC is a midsize AI firm located in Austin, Texas. Their services include Artificial Intelligence and AI Consulting.

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  • LetsAI Solutions Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    10 - 49
    New Delhi, India

    Services provided

    20% AI Agents
    20% AI Consulting
    20% AI Development +2 services
    20% BI & Big Data Consulting & SI
    20% Generative AI

    Artificial intelligence firm LetsAI Solutions is located in New Delhi, India. The team specializes in Artificial Intelligence and Generative AI.

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  • T&M Consultants Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    2 - 9
    London, England

    Services provided

    45% AI Development
    30% AI Agents
    15% AI Consulting +1 service
    10% Generative AI

    T&M Consultants is an artificial intelligence company. The London, England-based firm was founded in 2020. Their services include Artificial Intelligence and AI Agents.

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  • YAITEC Solutions Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    2 - 9
    Itoupava Seca, Brazil

    Services provided

    25% AI Agents
    25% AI Consulting
    25% AI Development +1 service
    25% Generative AI

    YAITEC Solutions is an AI Agents company. Located in Itoupava Seca, Brazil, the team offers AI Agents and Artificial Intelligence.

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  • We Capture Sales Logotype

    Not yet reviewed

    Undisclosed
    $100 - $149 / hr
    2 - 9
    Naples, FL

    Services provided

    25% AI Agents
    25% AI Consulting
    25% AI Development +1 service
    25% Generative AI

    Founded in 2025, We Capture Sales is an AI Agents company. The firm specializes in AI Agents and AI Consulting.

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  • Beneloo Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    10 - 49
    Sint-Genesius-Rode, Belgium

    Services provided

    50% AI Consulting
    40% AI Development
    10% AI Agents

    Beneloo is an AI Consulting company founded in 2005. Their team focuses on AI Consulting and Artificial Intelligence.

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  • Xsparks.ai Logotype

    Xsparks.ai

    Not yet reviewed

    $10,000+
    $50 - $99 / hr
    50 - 249

    Services provided

    40% AI Development
    20% AI Agents
    20% AI Consulting +1 service
    20% Generative AI

    Xsparks.ai is an artificial intelligence development company. Founded in 2023, the team offers Artificial Intelligence and AI Agents. The firm is located in Pittsburgh, Pennsylvania.

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  • Crizzen Business Solutions Logotype

    Not yet reviewed

    $10,000+
    $50 - $99 / hr
    2 - 9
    Ludhiana, India

    Services provided

    30% AI Agents
    30% AI Development
    25% AI Consulting +1 service
    15% Generative AI

    Crizzen Business Solutions is an AI Agents company. Established in 2025, the company is based in Ludhiana, India. Their services include AI Agents and Artificial Intelligence.

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  • Luzran Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    2 - 9
    Atlanta, GA

    Services provided

    50% AI Consulting
    30% AI Development
    20% Cybersecurity

    Launched in 2025, Luzran is an AI Consulting company. The team specializes in AI Consulting and Artificial Intelligence.

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    View Profile
  • Agrim Intelligence Services LLC Logotype

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    2 - 9
    New York, NY

    Services provided

    80% AI Development
    20% AI Consulting

    Agrim Intelligence Services LLC, an artificial intelligence development company, is in New York, New York. They focus on Artificial Intelligence and AI Consulting and were established in 2025.

    Read more
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  • Wave AI Solutions B.V. Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    2 - 9
    Raamsdonk, Netherlands

    Services provided

    40% AI Development
    30% AI Agents
    30% AI Consulting

    Wave AI Solutions B.V. Is an AI company founded in 2022. The firm provides Artificial Intelligence and AI Agents.

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  • Worldinfotek Solutions llc Logotype

    Not yet reviewed

    $1,000+
    < $25 / hr
    10 - 49
    Austin, TX

    Services provided

    25% AI Consulting
    20% AI Agents
    20% AI Development +2 services
    20% Generative AI
    15% Branding

    Worldinfotek Solutions llc is an AI Consulting company. Founded in 2016, the agency is located in Austin, Texas. Their team provides AI Consulting and AI Agents.

    Read more
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  • Cardinal Element Logotype

    Not yet reviewed

    $5,000+
    $200 - $300 / hr
    2 - 9
    Los Angeles, CA

    Services provided

    40% AI Consulting
    25% AI Agents
    25% AI Development +1 service
    10% Generative AI

    Cardinal Element, an AI Consulting company, offer AI Consulting and AI Agents. They were established in 2020.

    Read more
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  • Polar Frequency LLC Logotype

    Not yet reviewed

    $10,000+
    $50 - $99 / hr
    10 - 49
    Dubai, United Arab Emirates

    Services provided

    20% AI Agents
    20% AI Consulting
    20% AI Development +4 services
    20% Generative AI
    10% Custom Software Development
    5% Mobile App Development
    5% Web Development

    Polar Frequency LLC is an AI Agents company. Their team is in Dubai, United Arab Emirates and specializes in AI Agents and AI Consulting.

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We evaluate service providers using a structured methodology that combines:

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This data powers tools like the Leaders Matrix, which helps you compare agencies directly. Our research team curates rankings by weighing verified reviews most heavily, so the most trusted and experienced providers rise to the top.

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Ability to deliver
Focus
Clutch Leaders Matrix

Rollover to see company insights or click a company below for more details.

1 Merixstudio
2 Cheesecake Labs – AI, Data, & Product
3 Quytech
4 Neoteric
5 blackthorn.ai
6 Dualboot Partners
7 fxis.ai
8 DianApps
9 tkxel
10 STX Next
11 RebelDot
12 BlueLabel
13 Valere
14 WPWeb Infotech
15 Fingent

List of the Best Artificial Intelligence Companies

  1. Merixstudio Logotype

    Merixstudio

    $25,000+
    $50 - $99 / hr
    50 - 249
    Poznań, Poland

    Ability to deliver

    40/40.0
    20/20 Reviews
    10/10 Clients & Experience
    10/10 Market Presence

    Service focus

    50% AI Development
    50% Other
    View Profile Visit Website
  4. Neoteric Logotype

    Neoteric

    $10,000+
    $50 - $99 / hr
    50 - 249
    Gdańsk, Poland

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    80% AI Development
    20% Other
    View Profile Visit Website
  5. blackthorn.ai Logotype

    blackthorn.ai

    $10,000+
    $50 - $99 / hr
    10 - 49
    Lewes, DE

    Ability to deliver

    39.5/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    80% AI Development
    20% Other
    View Profile Visit Website
  6. Dualboot Partners Logotype

    Dualboot Partners

    $75,000+
    Undisclosed
    250 - 999
    Charlotte, NC

    Ability to deliver

    39.5/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    35% AI Development
    65% Other
    View Profile Visit Website
  7. fxis.ai Logotype

    fxis.ai

    $1,000+
    $25 - $49 / hr
    50 - 249
    Ahmedabad, India

    Ability to deliver

    39.3/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.3/10 Market Presence

    Service focus

    60% AI Development
    40% Other
    View Profile Visit Website
  9. tkxel Logotype

    tkxel

    $10,000+
    $25 - $49 / hr
    250 - 999
    Reston, VA

    Ability to deliver

    39.1/40.0
    19.4/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    60% AI Development
    40% Other
    View Profile Visit Website
  11. RebelDot Logotype

    RebelDot

    $100,000+
    $50 - $99 / hr
    250 - 999
    Cluj-Napoca, Romania

    Ability to deliver

    39/40.0
    19.4/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    65% AI Development
    35% Other
    View Profile Visit Website
  13. Valere Logotype

    Valere

    $75,000+
    $50 - $99 / hr
    50 - 249
    Marlborough, MA

    Ability to deliver

    38.9/40.0
    20/20 Reviews
    10/10 Clients & Experience
    8.9/10 Market Presence

    Service focus

    60% AI Development
    40% Other
    View Profile Visit Website
  14. WPWeb Infotech Logotype

    WPWeb Infotech

    $25,000+
    < $25 / hr
    250 - 999
    Ahmedabad, India

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    30% AI Development
    70% Other
    View Profile Visit Website
  15. Fingent Logotype

    Fingent

    $25,000+
    $25 - $49 / hr
    250 - 999
    White Plains, NY

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    30% AI Development
    70% Other
    View Profile Visit Website
  17. Dotsquares Logotype

    Dotsquares

    $1,000+
    $25 - $49 / hr
    1,000 - 9,999
    London, England

    Ability to deliver

    38.6/40.0
    19.2/20 Reviews
    9.6/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    35% AI Development
    65% Other
    View Profile Visit Website
  18. Edvantis Logotype

    Edvantis

    $10,000+
    $25 - $49 / hr
    250 - 999
    Rzeszów, Poland

    Ability to deliver

    39.5/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    30% AI Development
    70% Other
    View Profile Visit Website
  19. BEON.tech Logotype

    BEON.tech

    $50,000+
    $25 - $49 / hr
    50 - 249
    Buenos Aires, Argentina

    Ability to deliver

    39.4/40.0
    20/20 Reviews
    9.8/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    45% AI Development
    55% Other
    View Profile Visit Website
  23. Vention Logotype

    Vention

    $50,000+
    $50 - $99 / hr
    1,000 - 9,999
    New York, NY

    Ability to deliver

    39.8/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    20% AI Development
    80% Other
    View Profile Visit Website
  24. Digica Logotype

    Digica

    $10,000+
    $50 - $99 / hr
    50 - 249
    Manchester, England

    Ability to deliver

    37.8/40.0
    18/20 Reviews
    10/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    80% AI Development
    20% Other
    View Profile Visit Website
  25. AnyforSoft Logotype

    AnyforSoft

    $25,000+
    $25 - $49 / hr
    50 - 249
    Sarasota, FL

    Ability to deliver

    39.7/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    40% AI Development
    60% Other
    View Profile Visit Website
  26. Deviniti Logotype

    Deviniti

    $25,000+
    $50 - $99 / hr
    250 - 999
    Wrocław, Poland

    Ability to deliver

    37.7/40.0
    18/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    80% AI Development
    20% Other
    View Profile Visit Website
  28. GroupBWT Logotype

    GroupBWT

    $5,000+
    $25 - $49 / hr
    50 - 249

    Ability to deliver

    39.6/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    40% AI Development
    60% Other
    View Profile Visit Website
  29. Opinov8 Digital and Engineering Solutions Logotype

    Opinov8 Digital and Engineering Solutions

    $50,000+
    $50 - $99 / hr
    250 - 999
    London, England

    Ability to deliver

    37.5/40.0
    18.2/20 Reviews
    10/10 Clients & Experience
    9.3/10 Market Presence

    Service focus

    50% AI Development
    50% Other
    View Profile Visit Website
  30. Gorilla Logic Logotype

    Gorilla Logic

    $250,000+
    $50 - $99 / hr
    250 - 999
    Broomfield, CO

    Ability to deliver

    37.5/40.0
    17.6/20 Reviews
    10/10 Clients & Experience
    9.9/10 Market Presence

    Service focus

    40% AI Development
    60% Other
    View Profile Visit Website

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Artificial Intelligence Development Company FAQs

Looking for an artificial intelligence company but not sure where to start? We've put together answers to the most common questions businesses ask when searching for a trusted partner. This FAQ covers what you need to know before hiring an artificial intelligence company, from pricing and services to results and red flags.

Clutch showcases companies using AI to automate processes, personalize experiences, and solve complex problems based on a proprietary methodology. The top artificial intelligence companies for 2026 include:

  1. Suffescom Solutions Inc

  2. Cheesecake Labs

  3. Quytech

  4. tkxel

  5. Dualboot Partners

  6. fxis.ai

  7. Neoteric

  8. blackthorn.ai

  9. STX Next

  10. NineTwoThree AI Studio

  11. RebelDot

  12. Valere

  13. Fingent

  14. DianApps

  15. Dotsquares

AI development agencies specialize in researching, designing, and deploying machine-learning models, data pipelines, and intelligent applications that solve real-world business problems. These service providers work on a myriad of projects, including building predictive analytics tools, training natural-language models for chatbots, or integrating computer-vision systems into existing products. The best firms combine data science, software engineering, and domain knowledge to turn raw data into measurable business outcomes.

Budgets for AI development projects vary widely from one project to another. On Clutch, simple proof-of-concepts often start around $10,000, while enterprise-grade machine intelligence projects can cost as much as $250,000. Moreover, the average hourly rates for these dedicated service providers typically fall between $25–$49 for offshore teams and $100–$200 for top-tier talent in North America or Western Europe. Ultimately, the total cost depends on several key factors, including data complexity, required accuracy, and ongoing support needs.

Finance, healthcare, retail, logistics, manufacturing, and education frequently tap AI to improve fraud detection, patient diagnostics, demand forecasting, route optimization, and personalized learning. However, any data-rich sector can gain value with the right partner.

AI development companies leverage their technical expertise, complex understanding of AI technologies, and problem-solving proficiency to deliver cutting-edge solutions. Most AI development companies offer services such as:

  • Discovery workshops and feasibility studies
  • Data collection, cleansing, and labeling
  • Model selection, training, and evaluation
  • MLOps: automation of deployment, monitoring, and retraining
  • Custom app or API development to surface AI insights
  • Post-launch optimization and support

Some specialists also provide AI consulting, helping teams validate use cases or choose the right cloud services before any code is written.

  1. Match with essential expertise and experience – Look for in-depth case studies in your industry and tech stack (e.g., TensorFlow, PyTorch).
  2. Check for verified reviews – Clutch ratings reveal communication style, reliability, and ROI.
  3. Assess their process – Agile, transparent workflows with clear milestones reduce risk.
  4. Validate team makeup – Data scientists, ML engineers, and domain experts should be involved—not just “AI generalists.”
  5. Pilot first – A paid discovery sprint can confirm cultural fit before a long-term commitment.

  • Guaranteed accuracy or ROI claims (“100% precision in two weeks”)
  • No access to training data or model artifacts
  • Overreliance on black-box tools without explainability options
  • Limited post-deployment monitoring or support
  • Vague pricing and change-order policies

  • How have you solved a similar problem for another client?
  • Which metrics will define project success, and how will we measure them?
  • Who owns the trained models and underlying data?
  • What is your approach to data privacy and compliance (e.g., GDPR, HIPAA)?
  • How often will models be retrained or updated?
  • Which cloud or on-prem platforms do you recommend, and why?

Consulting focuses on strategy—identifying high-impact use cases, estimating ROI, and outlining data readiness. Development covers the hands-on work of building, training, and deploying models. Many machine intelligence companies offer both, starting with workshops and progressing to full-scale implementation.

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