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Top AI Consultants

Artificial intelligence can unlock efficiency, sharper forecasting, and new product capabilities, but only with the right strategy behind it. An AI consulting firm helps you evaluate where AI fits, audit your data infrastructure, identify high-impact use cases, and build a roadmap that ties the technology to business goals. Many also guide model development, deployment, and the change management that adoption requires.

Clutch makes it easier to find a trusted partner through verified client reviews, detailed service profiles, and real project data. Use the filters to sort by hourly rate, industry focus, and location, then compare profiles in depth. Explore related directories: AI development companies, AI strategy companies, and U.S. AI consultants.

Ratings Updated: July 18, 2026
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8,719 Companies

Services: AI Consulting

List of the Top AI Consulting Firms

  • Featured

    What are Featured Providers?

    Opinov8 Digital and Engineering Solutions Logotype

    Opinov8 Digital and Engineering Solutions

    4.8 24 reviews
    Premier Verified
    $50,000+
    $50 - $99 / hr
    250 - 999
    London, England

    Services provided

    25% AI Consulting
    15% AI Development
    15% Cloud Consulting & SI +6 services
    10% AI Agents
    10% Custom Software Development
    10% Generative AI
    5% BI & Big Data Consulting & SI
    5% IT Managed Services
    5% IT Staff Augmentation

    Opinov8 Digital and Engineering Solutions is a versatile software development company specializing in custom software, mobile and web app development, and infrastructure management. The company is lauded for its technical expertise, responsiveness, and ability to integrate seamlessly with client teams. Approximately 90% of reviews highlight positive experiences, emphasizing their impressive engineer quality and agile project management. Communication and clarity of requirements were noted as areas for improvement by a minority of reviewers.

    See all 24 projects

    Reviews mention Team players

    Clients frequently commend Opinov8 for their collaborative approach, describing them as integral team players. One client noted that team members felt like part of their own organization, emphasizing a lack of separation between teams. Another highlighted the responsiveness and proactive support of the project manager, even in challenging circumstances. Overall, the sentiment reflects a strong partnership ethos, with clients appreciating the team's willingness to adapt and engage deeply in project goals.
    • QA Staff Augmentation for Engineering Company
      5.0 Jan 10, 2024

      The individual team members have been very good as well and feel like just part of the team. And again, all of this with bombs literally falling around them. I think one spent part of the day taking supplies to troops and then did his QA work for us after.

      Read Full Review
    • Development Resources & Support for Logistics Company
      4.5 Sep 29, 2021

      While there are no specific metrics that speak to the quality of their work, our team truly sees them as an extension of ourselves. There’s no "us and them" mentality; we see them as people who we can trust to do the work. Their resources are willing to do tasks and non-exciting work that needs to be done to move our projects forward.

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

    Reviewed 3 times in the past 6 months

    Recent reviews for Opinov8 Digital and Engineering Solutions reflect a strong overall sentiment, highlighting their technical expertise and project management capabilities. Clients praised the outstanding quality of engineers, effective communication, and timely delivery of project milestones. Notably, one client emphasized their ability to build high-quality applications and improve performance, while another commended their adaptability and culture fit. Areas for improvement were rarely mentioned, with clients expressing satisfaction with the collaboration and results achieved.
    Read 3 Recent Reviews

    Average Project Cost Breakdown

    $200,000 to $999,999 (7) $1,000,000 to $9,999,999 (6) $50,000 to $199,999 (5)

    What Clients Have Said

    Clients consistently praise Opinov8 Digital and Engineering Solutions for their competitive pricing and exceptional value for money. One client noted that their budget fit well with Opinov8's offerings, highlighting a 'good value for cost' sentiment. Another remarked on significant cost savings of around 20% due to the efficiency and quality of work provided. Overall, the sentiment is overwhelmingly positive, with many clients expressing satisfaction with the high-quality output relative to the investment made.
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    United States (8) England (8) Denmark (2) Germany (2)
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    Dotsquares Logotype

    Dotsquares

    4.7 98 reviews
    Premier Verified
    $1,000+
    $25 - $49 / hr
    1,000 - 9,999
    London, England

    Services provided

    20% AI Consulting
    15% AI Development
    15% E-Commerce Development +4 services
    15% Mobile App Development
    15% Web Development
    10% Custom Software Development
    10% IT Managed Services

    Dotsquares offers a range of IT development services, including AI Consultancy and AI Solutions. Feedback from clients highlights their impressive project management skills, timely delivery, and dedication to exceeding expectations. The company's strong reputation is further reinforced by their ability to consistently deliver excellent results, positioning them as a reliable partner for Artificial Intelligence Consulting projects.

    See all 98 projects

    Reviews mention Establish clear expectations

    Clients emphasize the importance of establishing clear expectations with Dotsquares to enhance project outcomes. One reviewer noted, 'Be as clear as possible with your requirements and expectations,' highlighting that clarity leads to better results. Another client appreciated Dotsquares' structured development process and communication, stating they received regular updates and suggestions. Overall, the sentiment is positive, with clients recognizing that clear communication significantly contributes to successful project management and satisfaction.
    • Web Dev Support for IT Development Firm
      4.5 Oct 16, 2018

      They remain engaged with our projects and have clear communication. They test their work at the end of every phase and respond quickly to any necessary changes. We communicate weekly, and they consistently meet deadlines. They’ve been extremely flexible with changes we’ve made to the project scope, which we appreciate.

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    4 of 4 reviews are 5 stars
    Less than $10,000 avg. project cost

    Reviewed 4 times in the past 6 months

    Recent reviews for Dotsquares indicate a strong overall sentiment of satisfaction among clients. Notable feedback highlights excellent communication, timely delivery, and a genuine understanding of client needs. For instance, one client praised the team's responsiveness during evenings and weekends, while another commended their ability to adapt solutions to specific business requirements. Clients appreciated the cost-effectiveness and dedication of the team, with many expressing a willingness to recommend their services for future projects.
    Read 4 Recent Reviews

    Industry Experience

    Dotsquares has garnered positive feedback across various industries, notably in Education, Financial Services, and Real Estate. Clients commend their strong project management, effective communication, and ability to deliver tailored solutions within budget. In Education, they excel in developing web-based systems for institutions. In Financial Services, they demonstrate expertise in CRM and automation solutions. Real Estate clients appreciate their adept integration of systems like Zoho. Overall, Dotsquares is particularly well-suited for clients seeking reliable, dedicated development services in these sectors.

    Read All Reviews

    Select Industry to see insights

    Other Industry Beauty & Cosmetics Logistics & Supply Chain Consulting Business services Retail Manufacturing Other industries eCommerce Healthcare Nonprofit Automotive Medical Consumer Products Human Resources Utilities Information technology Sports Education Hospitality & leisure Legal IT Services Arts, entertainment & music Research Real estate Financial services Transportation Software Advertising & marketing Energy & natural resources

    Average Project Cost Breakdown

    $10,000 to $49,000 (21) Less than $10,000 (19) $50,000 to $199,999 (6) $200,000 to $999,999 (5)

    What Clients Have Said

    Dotsquares is frequently praised for its cost-effectiveness and value for money, with several clients noting that their pricing fits within budget constraints while delivering high-quality work. A Director from Gurukul Academy highlighted their 'truly cost-effective solution,' while another client from Vital Business appreciated the 'good value for cost.' Overall, clients express strong satisfaction with the services provided, often recommending Dotsquares for their reliability and dedication to meeting project needs without compromising quality.
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    X2 Labs Logotype

    X2 Labs

    5.0 25 reviews
    Premier Verified
    $75,000+
    $50 - $99 / hr
    10 - 49
    Cluj-Napoca, Romania

    Services provided

    35% AI Consulting
    35% AI Agents
    10% Custom Software Development +2 services
    10% Mobile App Development
    10% Product Design

    X2 Labs is a mobile app development company known for its exceptional project management and dedication to quality. With a strong emphasis on collaboration and understanding client needs, 100% of reviewers noted their professionalism and responsiveness. Their ability to deliver timely and well-structured solutions that often exceed expectations makes them a highly recommended partner across various industries.

    See all 25 projects

    Industry Experience

    X2 Labs has shown strong expertise across various industries, including Sports, Information Technology, Arts, Education, and eCommerce. Clients have praised their commitment to quality, punctuality, and effective communication. In Sports, they successfully developed a soccer app MVP, while in IT they delivered intricate UI/UX designs. Their contributions to Education reflect a deep understanding of user needs, enhancing learning experiences through well-crafted applications. Overall, the feedback highlights X2 Labs as a reliable partner across these sectors, particularly for projects requiring technical innovation and user-centered solutions.

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    Select Industry to see insights

    Sports Arts, entertainment & music Other industries Business services eCommerce Government Software Information technology Education

    Average Project Cost Breakdown

    $10,000 to $49,000 (6) $50,000 to $199,999 (6) Less than $10,000 (3) $200,000 to $999,999 (1)

    What Clients Have Said

    X2 Labs is noted for delivering strong value for money, with clients highlighting their competitive pricing and quality outcomes. One client stated, "their pricing fit our budget" while another emphasized, "good value for cost." Overall sentiment reflects satisfaction with the cost-to-quality ratio, as many reviewers appreciated the company's commitment to maintaining high standards without compromising on budgetary constraints.
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    More responsive than most other service providers

    X2 Labs 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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  • Grey8 Technologies Private Limited Logotype

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    25% AI Agents
    20% Custom Software Development +2 services
    20% Enterprise App Modernization
    15% AI Development

    Grey8 Technologies Private Limited is an AI Agents company. The Hyderabad, India-based agency offers AI Agents and AI Consulting.

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  • RankForward Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Prescott, AZ

    Services provided

    20% AI Consulting
    50% Search Engine Optimization
    30% Digital Strategy

    SEO company RankForward was established in 2026. The team focuses on Search Engine Optimization and Digital Strategy and is based in Prescott, Arizona.

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  • Featured

    What are Featured Providers?

    LaunchPad Lab Logotype

    LaunchPad Lab

    4.8 42 reviews
    Verified
    $10,000+
    $150 - $199 / hr
    50 - 249
    Chicago, IL

    Services provided

    20% AI Consulting
    20% CRM Consulting and SI
    20% Web Development +3 services
    15% AI Development
    15% Custom Software Development
    10% Cloud Consulting & SI

    LaunchPad Lab is a software development company specializing in creating web applications and integrating custom solutions, primarily using technologies like Ruby on Rails, Salesforce, and Heroku. Based on the reviews, 100% of clients expressed satisfaction with their technical expertise, project management, and ability to deliver timely and quality results. Reviewers consistently praised their communication skills, strategic thinking, and ability to align with client business needs.

    See all 42 projects

    Reviews mention Patient

    Clients consistently express high satisfaction with LaunchPad Lab's patient approach to project management. One client noted their 'extreme fairness and patience' in addressing specific needs, highlighting their responsiveness to requests. The author of 'Unlock Congress' emphasized the team's willingness to collaborate and adapt to changes, stating, 'they haven't let me down once.' Overall, the sentiment reflects a strong appreciation for LaunchPad Lab's supportive and accommodating service.
    • Web Design for Book Marketing Campaign
      4.5 Aug 25, 2015

      LaunchPad Lab is extremely fair and patient with my needs. I'm a specific detail-oriented person, and they haven't let me down once. I love the site.

      Read Full Review
    Read All Reviews

    Average Project Cost Breakdown

    $50,000 to $199,999 (20) $10,000 to $49,000 (6) $200,000 to $999,999 (1) $1,000,000 to $9,999,999 (1)

    What Clients Have Said

    Clients generally perceive LaunchPad Lab as offering good value for money, often highlighting their competitive pricing and quality of work. For instance, one client appreciated the 'great value for cost' and noted that the team was responsive and met deadlines efficiently. Another client emphasized that their investment resulted in a well-functioning product that exceeded expectations, stating, 'the value we've received from this partnership has been one of a kind.' Overall, the sentiment towards their pricing and value proposition is positive.
    Read All Reviews

    More responsive than most other service providers

    LaunchPad Lab 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:

    Chicago, Illinois (23) New York City, New York (2) Buffalo, New York (1) West Lafayette, Indiana (1) Detroit, Michigan (1) Omaha, Nebraska (1) Austin, Texas (1) Bloomington, Indiana (1) Newport Beach, California (1) Commerce City, Colorado (1) Tempe, Arizona (1) Boise, Idaho (1) Waltham, Massachusetts (1) Pittsburgh, Pennsylvania (1)
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    Integris Logotype

    Integris

    4.9 93 reviews
    Premier Verified
    $5,000+
    $150 - $199 / hr
    1,000 - 9,999
    Cranbury, NJ

    Services provided

    10% AI Consulting
    70% IT Managed Services
    10% Cybersecurity +1 service
    10% IT Strategy Consulting

    Integris is a comprehensive IT services provider specializing in managed IT services, cybersecurity, and cloud solutions. Reviews consistently commend their exceptional service quality and responsiveness, with approximately 90% of clients noting their proactive communication and expertise in handling IT-related issues. While some suggest improvements in response times for urgent support, the vast majority appreciate Integris' dedication to customer satisfaction and their ability to tailor solutions to specific business needs.

    See all 93 projects
    1 of 1 reviews is 5 stars
    Unknown avg. project cost

    Reviewed 1 time in the past 6 months

    Recent client feedback highlights Integris's exceptional managed IT services and cybersecurity support. A former CFO noted their impressive team quality and responsiveness, stating, "everyone on their team is great to work with and knows what they’re doing." Clients appreciate their proactive communication and ability to address issues promptly. The overall sentiment is highly positive, with no significant areas for improvement identified, indicating a strong, reliable partnership with Integris.
    Read 1 Recent Review

    Industry Experience

    Integris has demonstrated strong expertise across various industries, including financial services, healthcare, and non-profit organizations. Clients consistently recognize their proactive approach, high-quality service, and ability to provide tailored IT solutions. Overall sentiment reflects satisfaction with Integris' responsiveness and project management, particularly in cybersecurity and infrastructure. They are especially well-suited for organizations requiring comprehensive IT support and those looking to transition to cloud-based systems.

    Read All Reviews

    Select Industry to see insights

    Consulting Arts, entertainment & music Retail Medical Media Consumer Products Non-profit Sports Food & Beverages Hospitality & leisure Engineering IT Services Pharmaceuticals Healthcare Manufacturing Nonprofit Education Logistics & Supply Chain Advertising & marketing Beauty & Cosmetics Automotive Construction Legal Other Industry Financial services Other industries Business services Real estate

    Average Project Cost Breakdown

    $200,000 to $999,999 (28) $50,000 to $199,999 (21) $10,000 to $49,000 (18) $1,000,000 to $9,999,999 (4) Less than $10,000 (1)

    What Clients Have Said

    Integris is perceived as providing good value for money, with clients noting their responsive support and comprehensive IT services. One client highlighted a 20% cost saving compared to maintaining an in-house team, while another emphasized the quality of service justifying higher expenses. Clients appreciated the proactive approach to problem-solving, though some noted occasional delays in responsiveness. Overall, the sentiment reflects satisfaction with the balance of cost and quality in Integris's offerings.
    Read All Reviews

    View projects from:

    United States (92) Japan (1)
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  • Romanos Boraine Logotype

    Romanos Boraine

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    Freelancer

    Services provided

    20% AI Consulting
    30% BI & Big Data Consulting & SI
    20% Business Consulting +5 services
    10% Market Research
    5% AI Agents
    5% API Development
    5% Generative AI
    5% IT Strategy Consulting

    Business intelligence company Romanos Boraine focuses on BI & big data consulting & SI and AI Consulting. They are based in Ho Chi Minh City, Vietnam.

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  • Webon Pty Ltd Logotype

    Webon Pty Ltd

    5.0 1 review
    $5,000+
    < $25 / hr
    2 - 9

    Services provided

    15% AI Consulting
    20% E-Commerce Development
    10% AI Development +6 services
    10% Custom Software Development
    10% Generative AI
    10% Low/No Code Development
    10% Mobile App Development
    10% Web Development
    5% Robotics Process Automation

    Webon Pty Ltd offers a range of services including Artificial Intelligence Consulting, Custom Software Development, and Web Development. Reviews highlight their expertise in AI Solutions, with clients noting significant improvements in efficiency and communication processes. Their project management is described as responsive and effective, although minor timezone conflicts were mentioned. Overall, clients appreciate their value for cost and tailored AI Services.

    See all 1 projects
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  • Turing Test Passed Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    2 - 9
    Chișinău, Moldova

    Services provided

    15% AI Consulting
    30% AI Agents
    30% AI Development +3 services
    10% API Development
    10% Custom Software Development
    5% Web Development

    Turing Test Passed is a Chișinău, Moldova-based artificial intelligence development company. They offer Artificial Intelligence and AI Agents.

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  • Bluhook Logotype

    Not yet reviewed

    $5,000+
    $200 - $300 / hr
    2 - 9
    Atlanta, GA

    Services provided

    15% AI Consulting
    30% AI Agents
    25% Search Engine Optimization +2 services
    20% Web Development
    10% AI Development

    Bluhook is an AI Agents company. They focus on AI Agents and Search Engine Optimization and were launched in 2016. The agency is in Atlanta, Georgia.

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  • Starfish Ad Age Logotype

    Not yet reviewed

    $5,000+
    $200 - $300 / hr
    2 - 9
    Longview, TX

    Services provided

    15% AI Consulting
    35% Marketing Strategy
    20% Advertising +2 services
    20% Social Media Marketing
    10% Branding

    Launched in 2017, Starfish Ad Age is a Marketing Strategy company. The small team specializes in Marketing Strategy and Advertising.

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  • Msasa Logotype

    Not yet reviewed

    $10,000+
    Undisclosed
    2 - 9
    London, England

    Services provided

    15% AI Consulting
    35% Custom Software Development
    35% Web Development +1 service
    15% AI Development

    Msasa is a custom software development firm. Established in 2019, the team provides Custom Software Development and Web Development.

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  • Every AI Studios Logotype

    Every AI Studios

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    45% AI Development
    20% Custom Software Development +2 services
    10% Generative AI
    10% Low/No Code Development

    Every AI Studios is an artificial intelligence company located in Dubai, United Arab Emirates. The team offers Artificial Intelligence and Custom Software Development.

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  • CSX Labs Logotype

    CSX Labs

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    20% AI Development
    20% Microservices Architecture Services +4 services
    15% Custom Software Development
    10% UX/UI Design
    10% Web Design
    10% Web Development

    CSX Labs is an artificial intelligence development company. The team is based in Sacramento, California, and their services include Artificial Intelligence and Microservices Architecture Services.

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  • Ikonisch Tech Logotype

    Ikonisch Tech

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    45% Performance Marketing
    25% Pay Per Click +1 service
    15% Market Research

    Ikonisch Tech is a Karachi, Pakistan-based Performance Marketing company. Their services include Performance Marketing and Pay Per Click.

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  • 360 Media Consulting Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    2 - 9
    Edmonton, Canada

    Services provided

    15% AI Consulting
    20% Pay Per Click
    20% Search Engine Optimization +3 services
    20% Social Media Marketing
    15% Email Marketing
    10% Sales Outsourcing

    360 Media Consulting, a social media marketing agency, was launched in 2019. The small team offers Social Media Marketing and Search Engine Optimization.

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  • Chamomile.ai Logotype

    Chamomile.ai

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    25% Generative AI
    20% AI Development +4 services
    15% Cybersecurity
    10% API Development
    10% Business Consulting
    5% IT Strategy Consulting

    Founded in 2024, Chamomile.ai is a Generative AI company. Based in Melbourne, Australia, the team provides Generative AI and Artificial Intelligence.

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  • LeaderbookAI Logotype

    LeaderbookAI

    Not yet reviewed

    $25,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    30% Business Consulting
    15% AI Agents +3 services
    15% AI Development
    15% Generative AI
    10% Business Valuation Services

    LeaderbookAI is a small Business Consulting company launched in 2019. Their services include Business Consulting and AI Consulting.

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  • Produtkively Logotype

    Not yet reviewed

    $5,000+
    $200 - $300 / hr
    2 - 9
    London, England

    Services provided

    15% AI Consulting
    35% Unified Communications Consulting & SI
    15% AI Development +3 services
    15% Commercial Property Management
    10% AI Agents
    10% Custom Software Development

    Produtkively is an unified communications consulting & SI company. They were launched in 2021 and provide unified communications consulting & SI and AI Consulting.

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  • Radiant AI Logotype

    Not yet reviewed

    $25,000+
    $50 - $99 / hr
    2 - 9
    London, England

    Services provided

    15% AI Consulting
    40% AI Development
    30% Generative AI +1 service
    15% Custom Software Development

    Established in 2023, Radiant AI is an AI development company. Based in London, England and San Francisco, California, the team focuses on Artificial Intelligence and Generative AI.

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  • GoldRock AI Labs Logotype

    GoldRock AI Labs

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    25% AI Development
    20% AI Agents +3 services
    20% Custom Software Development
    10% Generative AI
    10% Web Development

    GoldRock AI Labs is an artificial intelligence firm. Their team is based in Boulder, Colorado and offers Artificial Intelligence and AI Agents.

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  • Uniqorn Solutions Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    2 - 9
    Hamburg, Germany

    Services provided

    15% AI Consulting
    40% Custom Software Development
    30% IT Strategy Consulting +1 service
    15% AI Development

    Established in 2023, Uniqorn Solutions is a software development company. The team offers Custom Software Development and IT strategy consulting and is headquartered in Hamburg, Germany.

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  • SproutScape Consulting Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    2 - 9
    Westerville, OH

    Services provided

    15% AI Consulting
    10% AI Agents
    10% AI Development +9 services
    10% Corporate Training & Coaching
    10% Digital Strategy
    10% Generative AI
    10% Search Engine Optimization
    5% Conversion Optimization
    5% Ecommerce Marketing
    5% Marketing Strategy
    5% Mobile & App Marketing
    5% Performance Marketing

    SproutScape Consulting is an AI Consulting company launched in 2023. Their team provides AI Consulting and Artificial Intelligence.

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  • Skytech Clouds Logotype

    Skytech Clouds

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    25% Low/No Code Development
    20% Application Management & Support +4 services
    10% AI Agents
    10% AI Development
    10% Custom Software Development
    10% DevOps Managed Services

    Low/No Code Development company Skytech Clouds was founded in 2018. The team specializes in Low/No Code Development and Application Management & Support.

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  • CreatingAI Logotype

    CreatingAI

    Not yet reviewed

    $10,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    45% AI Development
    20% AI Agents +1 service
    20% Generative AI

    CreatingAI is an artificial intelligence firm established in 2023. Their team provides Artificial Intelligence and Generative AI.

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  • HighFlyer Logotype

    HighFlyer

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    20% AI Development
    15% Custom Software Development +6 services
    15% Web Development
    10% API Development
    10% IT Strategy Consulting
    5% Generative AI
    5% Low/No Code Development
    5% Mobile App Development

    HighFlyer is an artificial intelligence development company. Their team is located in Auckland, New Zealand. The firm provides Artificial Intelligence and Custom Software Development.

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  • DATAi Logotype

    Not yet reviewed

    Undisclosed
    $25 - $49 / hr
    2 - 9
    El Tejar, Costa Rica

    Services provided

    15% AI Consulting
    35% BI & Big Data Consulting & SI
    25% Custom Software Development +2 services
    15% IT Staff Augmentation
    10% AI Agents

    Founded in 2010, DATAi, a small big data analytics company, is based in El Tejar, Costa Rica. Their services include BI & big data consulting & SI and Custom Software Development.

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  • Technocure inc. Logotype

    Technocure inc.

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    25% Search Engine Optimization
    10% AI Development +6 services
    10% API Development
    10% CRM Consulting and SI
    10% E-Commerce Development
    10% IT Strategy Consulting
    5% Business Consulting
    5% Translation

    Headquartered in Montréal, Canada, Technocure inc. Is a SEO services firm. The team focuses on Search Engine Optimization and AI Consulting.

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  • MapMatix Logotype

    Not yet reviewed

    $10,000+
    $150 - $199 / hr
    2 - 9
    Idaho Falls, ID

    Services provided

    15% AI Consulting
    35% Custom Software Development
    25% AI Development +2 services
    15% CRM Consulting and SI
    10% Application Management & Support

    Based in Idaho Falls, Idaho, MapMatix is a small software development firm. Their services include Custom Software Development and Artificial Intelligence.

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  • Qatalyst Labs Logotype

    Qatalyst Labs

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    30% AI Development
    20% AI Agents +3 services
    15% Custom Software Development
    10% Recruiting
    10% Web Development

    Qatalyst Labs is an artificial intelligence development company. The team specializes in Artificial Intelligence and AI Agents, and the firm is headquartered in Toronto, Canada.

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  • AGI Beacon Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Topsfield, MA

    Services provided

    15% AI Consulting
    20% Cybersecurity
    20% IT Strategy Consulting +3 services
    15% Cloud Consulting & SI
    15% IT Managed Services
    15% Unified Communications Consulting & SI

    AGI Beacon is an IT strategy consulting company. They provide IT strategy consulting and Cybersecurity and were established in 2024. The company is based in Topsfield, Massachusetts.

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  • Genius Consulting Logotype

    Genius Consulting

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    25% Accounting
    25% Financial Consulting +3 services
    15% IT Strategy Consulting
    10% Business Consulting
    10% Social Media Marketing

    Genius Consulting is an Accounting company. They specialize in Accounting and Financial Consulting and are based in Beverly Hills, California.

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  • Claremont Software Logotype

    Claremont Software

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    25% Web Design
    25% Web Development +2 services
    20% Search Engine Optimization
    15% E-Commerce Development

    Small website development company Claremont Software, is headquartered in Gurnee, Illinois. Their services include Web Development and Web Design.

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  • SecuriRed Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Chișinău, Moldova

    Services provided

    15% AI Consulting
    25% Cybersecurity
    15% AI Agents +3 services
    15% Application Testing
    15% Cloud Consulting & SI
    15% DevOps Managed Services

    Launched in 2025, SecuriRed is a Cybersecurity company. The team offers Cybersecurity and Application Testing and is headquartered in Chișinău, Moldova.

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  • Lagniappe IT, LLC Logotype

    Lagniappe IT, LLC

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    2 - 9

    Services provided

    15% AI Consulting
    45% IT Managed Services
    20% Cybersecurity +3 services
    10% AI Development
    5% Cloud Consulting & SI
    5% IT Strategy Consulting

    Lagniappe IT, LLC is an IT managed services company. The team specializes in IT managed services and Cybersecurity and is based in Mandeville, Louisiana.

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  • Hawkfry Group Logotype

    Hawkfry Group

    Not yet reviewed

    $25,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    45% AI Development
    20% Generative AI +3 services
    10% AI Agents
    5% BI & Big Data Consulting & SI
    5% Cloud Consulting & SI

    Hawkfry Group is an AI company. Founded in 2022, the company is located in London, England. Their services include Artificial Intelligence and Generative AI.

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  • Tech Adventures Logotype

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    2 - 9
    Zephyrhills, FL

    Services provided

    15% AI Consulting
    15% AI Development
    10% AI Agents +11 services
    10% Web Development
    5% API Development
    5% CRM Consulting and SI
    5% Cloud Consulting & SI
    5% Custom Software Development
    5% ERP Consulting and SI
    5% Generative AI
    5% IT Managed Services
    5% IT Strategy Consulting
    5% Mobile App Development
    5% Search Engine Optimization

    Founded in 2022, Tech Adventures is an AI company. The team offers Artificial Intelligence and AI Consulting.

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  • Bitvea Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    2 - 9
    Prague, Czech Republic

    Services provided

    15% AI Consulting
    30% AI Agents
    25% Enterprise App Modernization +4 services
    10% Web Design
    10% Web Development
    5% CRM Consulting and SI
    5% Custom Software Development

    Bitvea, an AI Agents company, focus on AI Agents and Enterprise App Modernization. They were founded in 2022.

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  • Driftlss Logotype

    Driftlss

    Not yet reviewed

    $1,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    35% Web Design
    35% Web Development +1 service
    15% AI Agents

    Launched in 2026, Driftlss is a small web development company. Their services include Web Development and Web Design.

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  • Chelsea AI Ventures Logotype

    Chelsea AI Ventures

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    2 - 9

    Services provided

    15% AI Consulting
    40% AI Development
    10% Custom Software Development +6 services
    10% IT Staff Augmentation
    5% AI Agents
    5% BI & Big Data Consulting & SI
    5% Generative AI
    5% IT Strategy Consulting
    5% Web Development

    Chelsea AI Ventures, an artificial intelligence firm, is located in London, England. Launched in 2025, the team focuses on Artificial Intelligence and AI Consulting.

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  • 2410 Studio Logotype

    Not yet reviewed

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

    Services provided

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

    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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  • Smart Marketing Department Logotype

    Smart Marketing Department

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    30% Search Engine Optimization
    25% Web Design +2 services
    15% Pay Per Click
    15% Social Media Marketing

    Founded in 2021, Smart Marketing Department, a small SEO agency, is in Jacksonville, Florida. Their services include Search Engine Optimization and Web Design.

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  • Niseus LLC Logotype

    Niseus LLC

    Not yet reviewed

    $1,000+
    $100 - $149 / hr
    2 - 9

    Services provided

    15% AI Consulting
    35% Search Engine Optimization
    15% Content Marketing +3 services
    15% Digital Strategy
    10% AI Development
    10% Web Development

    Niseus LLC is a SEO services firm located in Cape Coral, Florida. The team offers Search Engine Optimization and Content Marketing.

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  • Astra GTM Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9
    Austin, TX

    Services provided

    15% AI Consulting
    20% AI Agents
    20% Direct Marketing +5 services
    15% Email Marketing
    15% Marketing Strategy
    5% Account-Based Marketing
    5% Generative AI
    5% Sales Outsourcing

    AI Agents company Astra GTM offers AI Agents and Direct Marketing. They were established in 2024.

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  • The Brand Tale Logotype

    The Brand Tale

    Not yet reviewed

    Undisclosed
    $50 - $99 / hr
    2 - 9

    Services provided

    15% AI Consulting
    20% E-Commerce Development
    20% Marketing Strategy +3 services
    15% Fractional CMO Services
    15% IT Strategy Consulting
    15% Web Development

    Established in 2021, The Brand Tale, a small Marketing Strategy company, is headquartered in Barcelona, Spain and Zagreb, Croatia. Their team offers Marketing Strategy and E-Commerce Development.

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  • Tulepaak OÜ Logotype

    Not yet reviewed

    $100,000+
    $100 - $149 / hr
    2 - 9
    Tallinn, Estonia

    Services provided

    15% AI Consulting
    25% IT Strategy Consulting
    20% Custom Software Development +4 services
    15% Microservices Architecture Services
    10% AI Agents
    10% Low/No Code Development
    5% Application Testing

    Based in Tallinn, Estonia, Tulepaak OÜ is an IT strategy consulting company. The team provides IT strategy consulting and Custom Software Development.

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  • Plopjoy Logotype

    Plopjoy

    Not yet reviewed

    $1,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    30% AI Development
    15% AI Agents +3 services
    15% Business Consulting
    15% Web Design
    10% Advertising

    Plopjoy is a small Austin, Texas-based artificial intelligence company. The team focuses on Artificial Intelligence and AI Consulting.

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  • Variant1 Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9
    Langley Township, Canada

    Services provided

    15% AI Consulting
    60% Advertising
    15% AI Agents +1 service
    10% Media Planning & Buying

    Founded in 2024, Variant1 is a small Advertising company headquartered in Langley Township, Canada. Their team focuses on Advertising and AI Consulting.

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  • Joistic Technologies Logotype

    Joistic Technologies

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    20% AI Development
    20% Custom Software Development +3 services
    20% Web Development
    15% Mobile App Development
    10% Generative AI

    Joistic Technologies, a software development firm, was established in 2020. The team provides Custom Software Development and Web Development and is in Mumbai, India.

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  • WebFluence Digital Logotype

    Not yet reviewed

    $1,000+
    $50 - $99 / hr
    2 - 9
    Dublin 24, Ireland

    Services provided

    15% AI Consulting
    30% Web Design
    25% AI Agents +2 services
    20% Web Development
    10% Search Engine Optimization

    Established in 2024, WebFluence Digital is a web design company. The agency focuses on Web Design and AI Agents.

    Read more
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  • 27kay Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    2 - 9
    Tallinn, Estonia

    Services provided

    15% AI Consulting
    40% Cybersecurity
    25% Compliance Consulting +1 service
    20% Business Continuity Management

    27kay is a Cybersecurity company launched in 2023. The team focuses on Cybersecurity and Compliance Consulting and is based in Tallinn, Estonia and Sofia, Bulgaria.

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  • Agile Brite Logotype

    Agile Brite

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    20% CRM Consulting and SI
    15% Generative AI +5 services
    10% AI Agents
    10% Business Consulting
    10% Corporate Training & Coaching
    10% IT Staff Augmentation
    10% IT Strategy Consulting

    Agile Brite is a CRM consulting and SI company launched in 2024. Located in New York, New York, the team provides CRM consulting and SI and AI Consulting.

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  • Liboiron Logotype

    Liboiron

    Not yet reviewed

    $5,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    30% AI Agents
    30% Robotics Process Automation +1 service
    25% CRM Consulting and SI

    Liboiron, an AI Agents company, was launched in 2017. The company focuses on AI Agents and Robotics Process Automation, and is small.

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  • 3 Bytes Tech Logotype

    3 Bytes Tech

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    25% IT Managed Services
    15% Cloud Consulting & SI +3 services
    15% Cybersecurity
    15% IT Strategy Consulting
    15% Web Design

    3 Bytes Tech is an IT managed services company. They are headquartered in Manhattan, Illinois and have small team. They offer IT managed services and IT strategy consulting.

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At Clutch, we believe trust is the foundation of every business relationship. Our mission is to help buyers make confident, data-backed decisions informed by real client experiences.

Every review on Clutch undergoes a rigorous, human-led verification process to make sure it’s valid. Our team of specialists confirms the identity of each reviewer, ensures the project is legitimate, and only publishes reviews that meet our strict criteria.

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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 Cheesecake Labs
2 HatchWorks AI
3 DOOR3
4 RebelDot
5 Dotsquares
6 tkxel
7 Dualboot Partners
8 Opinov8 Digital and Engineering Solutions
9 Integris
10 Neoteric
11 NineTwoThree AI Studio
12 Orases
13 Cody Solutions
14 xfive
15 Deviniti

List of the Top 15 AI Consulting Firms

  1. Cheesecake Labs Logotype

    Cheesecake Labs

    $50,000+
    $50 - $99 / hr
    50 - 249
    San Francisco, CA

    Ability to deliver

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

    Service focus

    35% AI Consulting
    65% Other
    View Profile Visit Website
  2. HatchWorks AI Logotype

    HatchWorks AI

    $25,000+
    $50 - $99 / hr
    250 - 999
    Atlanta, GA

    Ability to deliver

    37.5/40.0
    17.8/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    40% AI Consulting
    60% Other
    View Profile Visit Website
  3. DOOR3 Logotype

    DOOR3

    $25,000+
    $100 - $149 / hr
    50 - 249
    New York, NY

    Ability to deliver

    39.5/40.0
    19.8/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    34% AI Consulting
    66% Other
    View Profile Visit Website
  4. 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

    25% AI Consulting
    75% Other
    View Profile Visit Website
  5. 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

    20% AI Consulting
    80% Other
    View Profile Visit Website
  6. tkxel Logotype

    tkxel

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

    Ability to deliver

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

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  7. 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

    20% AI Consulting
    80% Other
    View Profile Visit Website
  8. Opinov8 Digital and Engineering Solutions Logotype

    Opinov8 Digital and Engineering Solutions

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

    Ability to deliver

    37.9/40.0
    18.6/20 Reviews
    10/10 Clients & Experience
    9.3/10 Market Presence

    Service focus

    25% AI Consulting
    75% Other
    View Profile Visit Website
  9. Integris Logotype

    Integris

    $5,000+
    $150 - $199 / hr
    1,000 - 9,999
    Cranbury, NJ

    Ability to deliver

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

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  11. NineTwoThree AI Studio Logotype

    NineTwoThree AI Studio

    $100,000+
    $100 - $149 / hr
    50 - 249
    Danvers, MA

    Ability to deliver

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

    Service focus

    25% AI Consulting
    75% Other
    View Profile Visit Website
  12. Orases Logotype

    Orases

    $75,000+
    $150 - $199 / hr
    50 - 249
    Frederick, MD

    Ability to deliver

    39.5/40.0
    19.8/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  13. Cody Solutions Logotype

    Cody Solutions

    $50,000+
    $50 - $99 / hr
    250 - 999
    Austin, TX

    Ability to deliver

    37/40.0
    18.6/20 Reviews
    10/10 Clients & Experience
    8.3/10 Market Presence

    Service focus

    25% AI Consulting
    75% Other
    View Profile Visit Website
  14. xfive Logotype

    xfive

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

    Ability to deliver

    39.3/40.0
    19.4/20 Reviews
    10/10 Clients & Experience
    9.9/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  15. Deviniti Logotype

    Deviniti

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

    Ability to deliver

    37.9/40.0
    18.2/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  17. Zallpy Digital Logotype

    Zallpy Digital

    $5,000+
    $25 - $49 / hr
    250 - 999
    Frisco, TX

    Ability to deliver

    37.5/40.0
    18/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  18. Softermii Logotype

    Softermii

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

    Ability to deliver

    38.8/40.0
    19.8/20 Reviews
    10/10 Clients & Experience
    9/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  19. Sigmoidal LLC Logotype

    Sigmoidal LLC

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

    Ability to deliver

    35.9/40.0
    16.2/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    65% AI Consulting
    35% Other
    View Profile Visit Website
  20. Netguru Logotype

    Netguru

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

    Ability to deliver

    39.4/40.0
    19.4/20 Reviews
    10/10 Clients & Experience
    10/10 Market Presence

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  21. BotsCrew Logotype

    BotsCrew

    $10,000+
    $50 - $99 / hr
    50 - 249
    San Francisco, CA

    Ability to deliver

    37.3/40.0
    17.6/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    30% AI Consulting
    70% Other
    View Profile Visit Website
  22. Mercury Development Logotype

    Mercury Development

    $25,000+
    $50 - $99 / hr
    250 - 999
    Aventura, FL

    Ability to deliver

    39.3/40.0
    19.8/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  23. Stepwise Logotype

    Stepwise

    $100,000+
    $50 - $99 / hr
    10 - 49
    Warszawa, Poland

    Ability to deliver

    35.7/40.0
    16.2/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    60% AI Consulting
    40% Other
    View Profile Visit Website
  24. Future Processing Logotype

    Future Processing

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

    Ability to deliver

    39.1/40.0
    19.2/20 Reviews
    10/10 Clients & Experience
    9.9/10 Market Presence

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  25. Addepto Logotype

    Addepto

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

    Ability to deliver

    36.5/40.0
    16.8/20 Reviews
    9.9/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    35% AI Consulting
    65% Other
    View Profile Visit Website
  26. Leanware Logotype

    Leanware

    $50,000+
    $50 - $99 / hr
    10 - 49
    Bogotá, Colombia

    Ability to deliver

    38.6/40.0
    19.2/20 Reviews
    10/10 Clients & Experience
    9.4/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  27. unicrew Logotype

    unicrew

    $10,000+
    $25 - $49 / hr
    50 - 249
    Kraków, Poland

    Ability to deliver

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

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  28. Honeycomb Software Logotype

    Honeycomb Software

    $1,000+
    $50 - $99 / hr
    50 - 249

    Ability to deliver

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

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  29. VOLO Logotype

    VOLO

    $50,000+
    $50 - $99 / hr
    250 - 999
    Yerevan, Armenia

    Ability to deliver

    34.7/40.0
    16.6/20 Reviews
    10/10 Clients & Experience
    8.1/10 Market Presence

    Service focus

    30% AI Consulting
    70% Other
    View Profile Visit Website
  30. SOLTECH Logotype

    SOLTECH

    $10,000+
    $150 - $199 / hr
    50 - 249
    Atlanta, GA

    Ability to deliver

    39.4/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9.4/10 Market Presence

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website

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AI Consulting FAQs

AI consulting companies help organizations evaluate, design, and implement artificial intelligence solutions. They audit existing data infrastructure, identify high-impact use cases such as demand forecasting or predictive maintenance, and develop roadmaps that align technology with business objectives. Many also manage model development, deployment, and the change-management work needed for adoption.

Budgets vary widely depending on several key factors, including scope, project complexity, and agency reputation. According to Clutch pricing data, smaller discovery engagements start around $15,000, while end-to-end AI transformations can exceed $250,000. Hourly rates typically fall between $125 – $300, influenced by team seniority, location, and specialization.

Consulting focuses on strategy — identifying high-impact use cases, estimating ROI, and assessing data readiness before any code is written. On the other hand, development covers the hands-on work of building, training, and deploying models. Many firms offer both, beginning with workshops and progressing to full implementation.

Clarify your business goals and success metrics first, then validate the team makeup — data scientists, ML engineers, and domain experts, not just AI generalists. Ask for relevant case studies and a clear view of how they handle data privacy and governance.

A paid discovery sprint confirms fit before a longer commitment. Cut through the clutter by leveraging Clutch’s resources and filters to streamline your search.

The clearest warning sign is guaranteed accuracy or ROI claims, such as promises of perfect precision in a fixed window; responsible firms talk in terms of evaluation and tradeoffs. Also, watch for unclear ownership of models and code, and reluctance to start with a small, measurable pilot.

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