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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: September 8, 2026
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9,697 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 company specializing in custom software development, staff augmentation, and technology solutions, with expertise in areas such as mobile and web app development, cloud infrastructure, and UX/UI design. Feedback from clients indicates a high level of satisfaction, with approximately 90% expressing positive experiences, particularly highlighting the team's technical expertise, responsiveness, and ability to deliver projects on time.

    See all 24 projects

    Reviews mention Communicative

    Overall, Opinov8 Digital and Engineering Solutions is praised for their strong communication skills and responsiveness. Clients have highlighted their proactive updates and willingness to engage in regular discussions. For instance, one client noted the team's initiative in providing monthly updates, while another appreciated their adaptability in adjusting communication styles to meet client needs. The consistent sentiment reflects a high level of satisfaction regarding their communicative approach, contributing positively to project collaboration.
    • Custom Software Development for Translation Company
      5.0 Jan 12, 2021

      They’re always on time for meetings. They’re very accommodating. There are times when it’s later in their day and they’re always accommodating. Communication, both written and verbal, is very good. The team articulates technical information very well. We have a lot of our Opinov8 teammates in front of our business. It’s not just IT. They’ll meet with our business account managers all the way up to our VPs.

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    • Software Dev & UX/UI Design Staff Aug for Cybersecurity Co
      4.5 Dec 4, 2024

      Their responsiveness has been impressive. They're quick to reply and always there. Their communication is also excellent, as they have taken the initiative to give us constant monthly updates.

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    • Platform Overhaul for Cybersecurity Firm
      5.0 Oct 29, 2019

      We had a seamless workflow between teams. Most communication was done quickly and effectively and most if not all queries were dealt with that same day. The use of Jira was also played a big part in this as we were able to keep track of all use of development hours.

      Read Full Review
    Read All Reviews

    Industry Experience

    Opinov8 Digital and Engineering Solutions has garnered positive feedback across various industries, including Information Technology, Financial Services, Medical, Arts, and Automotive. Clients appreciate their expertise in custom software development, project management, and staff augmentation. In IT and Financial Services, they excel in delivering high-quality applications and UX design, while their work in Medical and Automotive showcases strong technical capabilities. Overall, their agility, communication, and commitment to client success have established them as a reliable partner across these sectors.

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    Select Industry to see insights

    Automotive Software Engineering Arts, entertainment & music Medical Gambling Advertising & marketing Logistics & Supply Chain Other Industry Human Resources Healthcare IT Services Information technology Financial services Other industries

    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

    Opinov8 Digital and Engineering Solutions is generally perceived as providing good value for money, with clients noting that their pricing fits within budgets while maintaining high-quality outputs. One client highlighted that their pricing was competitive, stating it offered 'great value for cost.' Another mentioned saving approximately 20% on costs due to their efficient service. Overall, the sentiment is positive, with clients appreciating the balance between cost and the quality of services rendered.
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    United States (8) England (8) Denmark (2) Germany (2)
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    Emergent Software Logotype

    Emergent Software

    4.9 36 reviews
    Premier Verified
    $25,000+
    $150 - $199 / hr
    50 - 249
    Minneapolis, MN

    Services provided

    30% AI Consulting
    30% Custom Software Development
    20% BI & Big Data Consulting & SI +2 services
    10% Cloud Consulting & SI
    10% IT Managed Services

    Emergent Software is a versatile IT service provider specializing in custom software development and IT support, particularly for Microsoft Azure environments. Across their reviews, they are consistently praised for their technical proficiency, project management skills, and responsiveness, with approximately 90% of reviews highlighting their ability to deliver customized solutions efficiently and professionally. Clients commend their supportive communication and adherence to deadlines.

    See all 36 projects
    1 of 1 reviews is 5 stars
    $50,000 – $199,999 avg. project cost

    Reviewed 1 time in the past 6 months

    Emergent Software has received positive feedback over the last six months, with clients highlighting their exceptional project management and technical expertise. One client noted the successful migration to cloud services and praised the team's ability to meet deadlines and promptly address needs. The collaboration fostered a strong cultural fit, although a suggestion for improvement was made regarding better visibility of support request prioritization. Overall, clients express satisfaction with the company's alignment to their values and effective communication.
    Read 1 Recent Review

    Industry Experience

    Emergent Software has demonstrated expertise across diverse industries including legal, medical, financial services, manufacturing, and utilities. Clients have praised their responsiveness, technical proficiency, and ability to deliver customized software solutions that enhance operational efficiency and user experience. Overall sentiment is positive, highlighting their commitment to project management and client satisfaction. Industries such as financial services and healthcare particularly benefit from their specialized capabilities in data management and cybersecurity, making Emergent Software a strong fit for clients seeking robust IT solutions.

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    Select Industry to see insights

    Chemicals & Biotechnology Medical Construction Transportation Advertising & marketing IT Services Design Food & Beverages Nonprofit Hospitality & leisure Government Engineering Healthcare Financial services Other Industry Retail Arts, entertainment & music Manufacturing Legal Utilities

    More responsive than most other service providers

    Emergent Software 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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    PowerGate Software Logotype

    PowerGate Software

    5.0 41 reviews
    Premier Verified
    $10,000+
    < $25 / hr
    250 - 999
    Hanoi, Vietnam

    Services provided

    10% AI Consulting
    30% Mobile App Development
    30% Web Development +3 services
    10% AI Agents
    10% Custom Software Development
    10% UX/UI Design

    PowerGate Software is a versatile software development company offering web and app development, custom software solutions, and technical project management. The company has received predominantly positive feedback, with over 90% of reviewers highlighting their technical depth, timely delivery, and strong communication. However, some noted areas for improvement include more detailed project scope definitions and enhanced spoken English skills among team members.

    See all 41 projects
    0 of 1 reviews is 5 stars
    $10,000 – $49,000 avg. project cost

    Reviewed 1 time in the past 6 months

    In recent reviews, clients praised PowerGate Software for their flexibility and timely delivery, highlighting their successful development of a patient companion app for BioOra Ltd. The team demonstrated openness to scope refinements and additional features. However, some feedback indicated a need for improved detail in project scope definitions and documentation, as clients desired clearer descriptions of deliverables and timelines.
    Read 1 Recent Review

    Industry Experience

    PowerGate Software has demonstrated significant expertise across various industries, including Education, Information Technology, Real Estate, Financial Services, Sports, and Medical sectors. Feedback highlights their strengths in software development, technical project management, and responsive communication. Clients commend their ability to deliver high-quality products on time, fostering ongoing partnerships. Overall sentiment is positive, with clients appreciating their alignment with project goals and effective problem-solving capabilities, making PowerGate a suitable choice for diverse project needs.

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    Select Industry to see insights

    Real estate Information technology Healthcare Other Industry Sports Software Automotive Financial services Human Resources Retail Consumer Products Business services Consulting Education IT Services Other industries Medical

    Average Project Cost Breakdown

    $50,000 to $199,999 (11) $10,000 to $49,000 (9) $200,000 to $999,999 (2)

    What Clients Have Said

    Overall, clients of PowerGate Software expressed satisfaction with the company's cost-effectiveness and value for money. Feedback highlighted that their pricing aligns well with client budgets, as noted by multiple reviewers who emphasized 'good value for cost' and 'pricing fit our budget.' However, some clients mentioned concerns about rising costs over time. Overall sentiment reflects that clients appreciate the quality of work delivered relative to the investment, making PowerGate a competitive choice in the software development market.
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    More responsive than most other service providers

    PowerGate Software 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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  • IWM Network Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    10 - 49
    Skopie, North Macedonia

    Services provided

    20% AI Consulting
    20% IT Strategy Consulting
    15% Digital Strategy +6 services
    15% Web Development
    10% UX/UI Design
    5% Branding
    5% Business Consulting
    5% Cybersecurity
    5% Web Design

    IWM Network is an IT strategy consulting company. They are based in Skopie, North Macedonia. Their team offers IT strategy consulting and AI Consulting.

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  • PCH Innovations Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Berlin, Germany

    Services provided

    20% AI Consulting
    50% Robotics Process Automation
    25% Custom Software Development +1 service
    5% AR/VR Development

    PCH Innovations is a Robotics Process Automation company launched in 2005. The firm specializes in Robotics Process Automation and Custom Software Development.

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  • Featured

    What are Featured Providers?

    LaunchPad Lab Logotype

    LaunchPad Lab

    4.8 43 reviews
    Premier 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 versatile software development company specializing in custom web and mobile applications, often utilizing technologies such as Ruby on Rails and Salesforce. Their reviews reflect a strong reputation for delivering high-quality, scalable solutions on time, with an impressive 95% of clients highlighting their project management skills and adaptability to client needs. Clients frequently commend their ability to integrate seamlessly with existing systems and cultures, acting as true partners rather than just service providers.

    See all 43 projects
    1 of 1 reviews is 5 stars
    Unknown avg. project cost

    Reviewed 1 time in the past 6 months

    In the last six months, client feedback for LaunchPad Lab highlights their exceptional expertise in AI application development and enterprise solutions. One client from Castle Biosciences noted a 95% success rate in AI accuracy and significant time savings in document processing. The team was praised for their responsiveness, project management, and cultural alignment, with no suggested areas for improvement. Overall, sentiment is highly positive, indicating a strong fit for complex projects.
    Read 1 Recent Review

    Industry Experience

    LaunchPad Lab has received favorable feedback across multiple industries, notably Financial Services, Education, Real Estate, and Automotive. Clients highlight their expertise in developing responsive web platforms, enhancing user experience, and delivering projects on time. In Financial Services, they excel in platform integrations; in Education, they support e-learning solutions. Overall, sentiment is highly positive, affirming LaunchPad Lab's adaptability and collaborative approach, making them a strong fit for businesses seeking technological innovation across diverse sectors.

    Read All Reviews

    Select Industry to see insights

    Other industries Medical Financial services Automotive Real estate Arts, entertainment & music Education Hospitality & leisure Government Business services Information technology

    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 Profile Visit Website
    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 versatile mobile app development company, praised for its exceptional project management and professionalism. With a focus on delivering high-quality, user-friendly solutions, 90% of reviewers highlight their commitment to excellence and the ability to adapt swiftly to changes. Their collaborative approach and culture fit are frequently noted as key strengths.

    See all 25 projects
    1 of 1 reviews is 5 stars
    Unknown avg. project cost

    Reviewed 1 time in the past 6 months

    In the last six months, X2 Labs has received overwhelmingly positive feedback from clients, particularly for their dedication and expertise. One client praised their ability to transform a half-completed app into a successful MVP, highlighting their proactive problem-solving and integration of machine learning models. Clients noted a strong partnership approach, with X2 Labs treating projects as their own. Overall, the sentiment is highly favorable, with no reported areas for improvement.
    Read 1 Recent Review

    Industry Experience

    X2 Labs has received positive feedback across various industries, demonstrating strong expertise in Information Technology, Education, Arts & Entertainment, and Business Services. Clients appreciate their professionalism, project management capabilities, and successful delivery of customized mobile applications. In Education, they excel in developing apps for learning and curriculum support, while in Arts & Entertainment, they enhance event experiences through innovative solutions. Overall, X2 Labs is recommended for projects in these sectors due to their proven ability to meet client needs and deliver high-quality results.

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    Select Industry to see insights

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

    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

    Clients consistently praise X2 Labs for their cost-effectiveness and value for money, often highlighting their alignment with budgetary constraints. For instance, one client noted, 'Pricing fit our budget' and another emphasized 'good value for cost.' Overall sentiment reflects satisfaction with the quality of work delivered within budget, with many clients expressing appreciation for the high standards of professionalism and timely delivery, further reinforcing the company's reputation for providing excellent value.
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    United States (12) Romania (7) France (1) Germany (1) Netherlands (1) Saudi Arabia (1) Tanzania (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 managed IT services and cybersecurity provider, offering comprehensive remote and on-site solutions, including IT infrastructure, security testing, and cloud services. Across reviews, Integris is praised for its responsive customer service, knowledgeable team, and effective project management. Approximately 85% of reviewers highlight their expertise in cybersecurity and IT support, while 70% commend their proactive communication and reliability.

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

    Reviewed 1 time in the past 6 months

    Recent reviews indicate a strong overall sentiment towards Integris, highlighting their high-quality team and responsive service. A former CFO noted their proactive communication and effective management of cybersecurity, stating, "I always feel we’re getting appropriate, state-of-the-art attention to the infrastructure." Clients appreciate the depth of expertise across the team, with one remarking, "It’s unusual to find a team where everyone is high-quality." No significant areas for improvement were identified, reinforcing a positive client experience.
    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

    Other industries Arts, entertainment & music Financial services Retail Medical Media Business services Non-profit Manufacturing Education Real estate Hospitality & leisure Legal Advertising & marketing Automotive

    More responsive than most other service providers

    Integris 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 Profile Visit Website
  • productOps, Inc. Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Santa Cruz, CA

    Services provided

    20% AI Consulting
    20% API Development
    20% BI & Big Data Consulting & SI +2 services
    20% Custom Software Development
    20% IoT Development

    ProductOps, Inc. Is a small data analytics company launched in 2008. Their team focuses on BI & big data consulting & SI and Custom Software Development.

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  • Singularis Programming Logotype

    Singularis Programming

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    20% AI Development
    20% Generative AI +2 services
    20% Mobile App Development
    20% Web Development

    Headquartered in , Singularis Programming is a web development company. Their services include Web Development and Mobile App Development.

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  • Logic Replace Logotype

    Logic Replace

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    10 - 49

    Services provided

    20% AI Consulting
    20% AI Development
    20% API Development +2 services
    20% Custom Software Development
    20% Web Development

    Logic Replace is a software development firm. The company is in Sanford, North Carolina and London, England. Their team offers Custom Software Development and Web Development.

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  • DATA3 Logotype

    Not yet reviewed

    $5,000+
    $100 - $149 / hr
    10 - 49
    Bristol, England

    Services provided

    20% AI Consulting
    40% BI & Big Data Consulting & SI
    40% Other IT Consulting and SI

    DATA3 is a Bristol, England-based data analytics company. The team focuses on BI & big data consulting & SI and other IT consulting and SI.

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  • Aleph Insights Logotype

    Not yet reviewed

    $5,000+
    $150 - $199 / hr
    10 - 49
    London, England

    Services provided

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

    Artificial intelligence development company Aleph Insights was launched in 2014. Headquartered in London, England, the team offers Artificial Intelligence and AI Consulting.

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  • Digitalegy Logotype

    Digitalegy

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    20% Business Consulting
    20% CRM Consulting and SI +2 services
    20% Digital Strategy
    20% Web Design

    Digitalegy is a Mexico City, Mexico-based Digital Strategy company. The team offers Digital Strategy and Web Design.

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  • AlaMark Technologies Logotype

    Not yet reviewed

    $1,000+
    $150 - $199 / hr
    10 - 49
    The Colony, TX

    Services provided

    20% AI Consulting
    20% API Development
    20% Custom Software Development +2 services
    20% Mobile App Development
    20% Web Development

    AlaMark Technologies is a custom software development firm. They specialize in Custom Software Development and Web Development and were established in 1999. The firm is based in The Colony, Texas.

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  • Keith Mifsud Logotype

    Keith Mifsud

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    10 - 49

    Services provided

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

    Keith Mifsud is a custom software development company. The London, England-based firm provides Custom Software Development and Artificial Intelligence.

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  • Motilde Logotype

    Motilde

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49

    Services provided

    20% AI Consulting
    40% Engineering
    40% Unified Communications Consulting & SI

    Motilde is a small unified communications consulting & SI company established in 2012. Their team focuses on unified communications consulting & SI and Engineering.

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  • Tec-Tel Communications Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Marlboro Township, NJ

    Services provided

    20% AI Consulting
    20% Building Security Services
    20% Business Consulting +2 services
    20% IT Managed Services
    20% IT Strategy Consulting

    Tec-Tel Communications, an AI Consulting company, is headquartered in Marlboro Township, New Jersey. Launched in 2010, the team offers AI Consulting and Building Security Services.

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  • visionand AG Logotype

    visionand AG

    Not yet reviewed

    $5,000+
    $150 - $199 / hr
    10 - 49

    Services provided

    20% AI Consulting
    20% AI Development
    20% Blockchain +2 services
    20% Custom Software Development
    20% Low/No Code Development

    Visionand AG is a software development firm. The company is based in Zürich, Switzerland. Their team specializes in Custom Software Development and Artificial Intelligence.

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  • Mind Simulation Lab Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Yerevan, Armenia

    Services provided

    20% AI Consulting
    80% AI Development

    Mind Simulation Lab is a Yerevan, Armenia-based artificial intelligence development company. Established in 2010, the team focuses on Artificial Intelligence and AI Consulting.

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  • AICG Logotype

    AICG

    Not yet reviewed

    $75,000+
    $150 - $199 / hr
    10 - 49

    Services provided

    20% AI Consulting
    25% BI & Big Data Consulting & SI
    15% Cloud Consulting & SI +4 services
    15% IT Managed Services
    10% AI Development
    10% Custom Software Development
    5% IT Strategy Consulting

    AICG is a big data company founded in 2019. The company specializes in BI & big data consulting & SI and AI Consulting.

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  • Formulate AI Logotype

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    20% AI Agents
    20% AI Development +2 services
    20% Digital Engineering
    20% Generative AI

    Formulate AI is an AI development company. The small Bengaluru, India-based team offers Artificial Intelligence and AI Consulting. The firm was founded in 2020.

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  • Pro-How AI Logotype

    Pro-How AI

    5.0 1 review
    Undisclosed
    $50 - $99 / hr
    2 - 9

    Services provided

    25% AI Consulting
    25% AI Development
    15% CRM Consulting and SI +3 services
    15% Call Center Services
    10% Business Consulting
    10% Corporate Training & Coaching

    Pro-How AI is an AI training, strategy, and automation company founded in 2016 and headquartered in Myrtle Beach, South Carolina. Serving clients online nationwide, Pro-How AI helps small business

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  • Convina Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Sandy, UT

    Services provided

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

    Convina is a small Sandy, Utah-based AI Agents company. The team offers AI Agents and AI Consulting.

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  • Physics AI Logotype

    Not yet reviewed

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

    Services provided

    25% AI Consulting
    45% AI Agents
    30% Generative AI

    Physics AI is an AI Agents company established in 2025. The small team offers AI Agents and Generative AI.

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  • Airefs Logotype

    Airefs

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9

    Services provided

    25% AI Consulting
    25% Content Marketing
    25% Marketing Strategy +1 service
    25% Search Engine Optimization

    Airefs is a small Marketing Strategy company founded in 2025. Their services include Marketing Strategy and Search Engine Optimization.

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  • Polar Insight Logotype

    Not yet reviewed

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

    Services provided

    25% AI Consulting
    25% Business Consulting
    25% Financial Consulting +1 service
    25% Market Research

    Polar Insight is a small AI Consulting company headquartered in London, England. The team provides AI Consulting and Financial Consulting.

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  • SKYTEK BUSINESS CONSULTING (Pty) Ltd Logotype

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    25% Compliance Consulting
    15% Corporate Training & Coaching +4 services
    15% Financial Consulting
    10% Business Consulting
    10% Finance & Accounting Outsourcing (FAO)
    10% Funding & Investment

    SKYTEK BUSINESS CONSULTING (Pty) Ltd is a Compliance Consulting company. They were established in 2018 and specialize in Compliance Consulting and AI Consulting.

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  • Teaser Software Logotype

    Teaser Software

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    20% AI Development
    20% IT Strategy Consulting +2 services
    20% Mobile App Development
    20% Web Development

    Teaser Software is an app development firm. Launched in 2022, the agency is based in Hanoi, Vietnam. Their team focuses on Mobile App Development and Web Development.

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  • Grayswipe Logotype

    Grayswipe

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    10 - 49

    Services provided

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

    Grayswipe, a custom software development company, was founded in 2022. The small team specializes in Custom Software Development and Artificial Intelligence.

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  • LongShot AI Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    2 - 9
    Dover, DE

    Services provided

    20% AI Consulting
    20% AI Development
    20% Generative AI +2 services
    20% Search Engine Optimization
    20% Social Media Marketing

    LongShot AI, a social media marketing firm, is located in Dover, Delaware. They offer Social Media Marketing and Search Engine Optimization.

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  • Gitech Logotype

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    20% AI Development
    20% Application Testing +2 services
    20% Public Relations
    20% UX/UI Design

    Gitech is a public relations firm. The Bengaluru, India-based agency was founded in 2008. Their services include Public Relations and UX/UI Design.

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  • Aretovetechnologies Logotype

    Aretovetechnologies

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    20% BI & Big Data Consulting & SI
    20% Computer Engineering +2 services
    20% Digital Engineering
    20% IT Managed Services

    Aretovetechnologies is a big data analytics company. Established in 2025, the team offers BI & big data consulting & SI and IT managed services.

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  • Octopus 365 Logotype

    Not yet reviewed

    Undisclosed
    $50 - $99 / hr
    2 - 9
    Swansea, Wales

    Services provided

    20% AI Consulting
    20% Cloud Consulting & SI
    20% Cybersecurity +2 services
    20% IT Managed Services
    20% IT Strategy Consulting

    Octopus 365, an IT strategy consulting company, is headquartered in Swansea, Wales. They focus on IT strategy consulting and cloud consulting & SI.

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  • Natural-net Logotype

    Not yet reviewed

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

    Services provided

    20% AI Consulting
    30% Search Engine Optimization
    20% Advertising +2 services
    15% Digital Strategy
    15% Web Design

    Natural-net, a SEO agency, offers Search Engine Optimization and Advertising. The firm is located in Bordeaux, France.

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  • SRH Digital Logotype

    5.0 1 review
    $1,000+
    $25 - $49 / hr
    2 - 9
    Pardi, India

    Services provided

    15% AI Consulting
    30% Mobile App Development
    20% Web Development +4 services
    15% AI Development
    14% Low/No Code Development
    5% UX/UI Design
    1% Custom Software Development

    SRH Digital provides website development and SEO services, as evidenced by a recent client's project focused on creating a tech blog. Reviews highlight their timely delivery, excellent customer support, and impressive skills and passion for their work, making them a valuable partner for digital projects.

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  • shivansh software innovations and AI labs Logotype

    shivansh software innovations and AI labs

    Not yet reviewed

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

    Services provided

    15% AI Consulting
    20% AI Agents
    20% AI Development +6 services
    15% Generative AI
    10% Web Development
    5% API Development
    5% Logo
    5% Mobile App Development
    5% Web Design

    Shivansh software innovations and AI labs is an artificial intelligence company. Based in valsad, India, their team provides Artificial Intelligence and AI Agents.

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  • Radical Mirror Studio Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    2 - 9
    Ciudad de México, Mexico

    Services provided

    15% AI Consulting
    25% Custom Software Development
    15% AI Development +4 services
    15% Web Development
    10% API Development
    10% Generative AI
    10% IT Strategy Consulting

    Radical Mirror Studio is a custom software development company founded in 2026. Their team offers Custom Software Development and AI Consulting.

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  • Technics Lab Logotype

    Technics Lab

    5.0 1 review
    $1,000+
    $25 - $49 / hr
    10 - 49

    Services provided

    10% AI Consulting
    15% AI Development
    15% Web Development +6 services
    10% Custom Software Development
    10% E-Commerce Development
    10% Generative AI
    10% Low/No Code Development
    10% Mobile App Development
    10% UX/UI Design

    Technics Lab offers specialized services in cybersecurity, digital privacy, and secure communication platforms. The overall feedback from their reviews highlights their technical expertise, proactive project management, and exceptional commitment to privacy and security standards. Clients were particularly impressed with their ability to deliver complex projects on time and their willingness to suggest innovative solutions.

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  • Azurian Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    250 - 999
    Las Condes, Chile

    Services provided

    10% AI Consulting
    30% IT Strategy Consulting
    20% ERP Consulting and SI +4 services
    15% Business Consulting
    10% AI Agents
    10% Cloud Consulting & SI
    5% Cybersecurity

    Azurian, an IT strategy consulting company, is located in Las Condes, Chile. Established in 1995, the team specializes in IT strategy consulting and ERP consulting and SI.

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  • Urudata Logotype

    Not yet reviewed

    $10,000+
    $100 - $149 / hr
    250 - 999
    Montevideo, Uruguay

    Services provided

    10% AI Consulting
    15% Cybersecurity
    15% IT Strategy Consulting +7 services
    10% AI Agents
    10% AI Development
    10% Cloud Consulting & SI
    10% Generative AI
    10% IT Managed Services
    5% BI & Big Data Consulting & SI
    5% Other IT Consulting and SI

    Established in 1986, Urudata is a midsize Montevideo, Uruguay-based IT strategy consulting company. Their team provides IT strategy consulting and Cybersecurity.

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  • SAVIC Technologies Logotype

    SAVIC Technologies

    Not yet reviewed

    Undisclosed
    Undisclosed
    250 - 999

    Services provided

    10% AI Consulting
    40% ERP Consulting and SI
    20% Cloud Consulting & SI +2 services
    20% IT Managed Services
    10% AI Agents

    SAVIC Technologies is an ERP consulting and SI company based in Navi Mumbai, India. Founded in 2016, the team specializes in ERP consulting and SI and cloud consulting & SI.

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  • Logixer LLC-FZ Logotype

    Not yet reviewed

    $1,000+
    $25 - $49 / hr
    10 - 49
    Dubai, United Arab Emirates

    Services provided

    10% AI Consulting
    50% IT Managed Services
    30% Other IT Consulting and SI +1 service
    10% Search Engine Optimization

    Located in Dubai, United Arab Emirates, Logixer LLC-FZ is a small IT managed services company. The team offers IT managed services and other IT consulting and SI.

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  • JanBask - AI Consulting & Digital Transformation Logotype

    5.0 1 review
    $5,000+
    $50 - $99 / hr
    50 - 249
    McLean, VA

    Services provided

    15% AI Consulting
    15% AI Development
    10% CRM Consulting and SI +6 services
    10% Cloud Consulting & SI
    10% Custom Software Development
    10% ERP Consulting and SI
    10% Generative AI
    10% IT Strategy Consulting
    10% Mobile App Development

    JanBask is a US-based AI and Technology Consulting company helping organizations accelerate digital transformation through Artificial Intelligence, Salesforce, Cloud, DevOps, Enterprise

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  • Awara IT Logotype

    Not yet reviewed

    $25,000+
    $50 - $99 / hr
    50 - 249
    Barcelona, Spain

    Services provided

    15% AI Consulting
    30% ERP Consulting and SI
    15% BI & Big Data Consulting & SI +4 services
    10% CRM Consulting and SI
    10% Cloud Consulting & SI
    10% Custom Software Development
    10% Cybersecurity

    Awara IT is a Barcelona, Spain-based ERP consulting and SI company. Launched in 2007, the team specializes in ERP consulting and SI and BI & big data consulting & SI.

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  • Flagright Logotype

    Flagright

    Not yet reviewed

    Undisclosed
    Undisclosed
    50 - 249

    Services provided

    15% AI Consulting
    35% Financial Consulting
    25% Banking Law +2 services
    15% Finance Law
    10% AI Development

    Financial Consulting company Flagright was established in 2021. The midsize team provides Financial Consulting and Banking Law.

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  • Gradion Logotype

    Not yet reviewed

    $10,000+
    $200 - $300 / hr
    50 - 249
    Singapore, Singapore

    Services provided

    15% AI Consulting
    15% IT Strategy Consulting
    10% AI Agents +6 services
    10% CRM Consulting and SI
    10% Cloud Consulting & SI
    10% Computer Engineering
    10% Cybersecurity
    10% ERP Consulting and SI
    10% Manufacturing Consulting

    Gradion is a Singapore, Singapore-based AI Consulting company. They offer AI Consulting and IT strategy consulting and were launched in 2017.

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  • Lending Logik Logotype

    Not yet reviewed

    $10,000+
    $25 - $49 / hr
    50 - 249
    Indore, India

    Services provided

    15% AI Consulting
    45% CRM Consulting and SI
    20% AI Development +1 service
    20% BI & Big Data Consulting & SI

    Lending Logik is a CRM consulting and SI company. They are located in Indore, India, and their services include CRM consulting and SI and Artificial Intelligence.

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  • wattx Logotype

    Not yet reviewed

    $25,000+
    $150 - $199 / hr
    10 - 49
    Berlin, Germany

    Services provided

    10% AI Consulting
    30% Custom Software Development
    15% Mobile App Development +5 services
    10% AI Development
    10% Business Consulting
    10% Low/No Code Development
    10% Web Development
    5% IoT Development

    Software development company wattx was launched in 2016. The team offers Custom Software Development and Mobile App Development.

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  • TheSaaSPeople Logotype

    TheSaaSPeople

    Not yet reviewed

    $10,000+
    Undisclosed
    2 - 9

    Services provided

    15% AI Consulting
    45% Custom Software Development
    20% Web Development +3 services
    10% UX/UI Design
    5% BI & Big Data Consulting & SI
    5% IT Strategy Consulting

    Launched in 2025, TheSaaSPeople is a small custom software development firm. Their services include Custom Software Development and Web Development.

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  • Nikhil Garg Logotype

    5.0 1 review
    $5,000+
    $25 - $49 / hr
    Freelancer
    Sahibzada Ajit Singh Nagar, India

    Services provided

    10% AI Consulting
    20% Custom Software Development
    20% IT Strategy Consulting +5 services
    15% Web Development
    10% AI Development
    10% API Development
    10% IT Managed Services
    5% Mobile App Development

    I'm Nikhil Garg — Full Stack Developer and Former CTO with 13+ years of experience helping non-technical founders build SaaS products from idea to launch. I work exclusively with startups and

    Read more
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  • Momentum Data Logotype

    Not yet reviewed

    $5,000+
    Undisclosed
    50 - 249
    Barcelona, Spain

    Services provided

    10% AI Consulting
    30% Demand Generation Marketing
    25% Account-Based Marketing +2 services
    25% Marketing Strategy
    10% CRM Consulting and SI

    Momentum Data, a midsize Demand Generation Marketing company, is in London, England and Barcelona, Spain. The team specializes in Demand Generation Marketing and Marketing Strategy.

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  • 1CloudHub Logotype

    Not yet reviewed

    $5,000+
    $50 - $99 / hr
    50 - 249
    Singapore

    Services provided

    10% AI Consulting
    25% IT Managed Services
    15% Cloud Consulting & SI +5 services
    10% AI Development
    10% DevOps Managed Services
    10% Enterprise App Modernization
    10% Generative AI
    10% IT Strategy Consulting

    1CloudHub is an IT managed services company. Their team is in Singapore and Chennai, India and provides IT managed services and cloud consulting & SI.

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  • FishEyeBox Logotype

    Not yet reviewed

    Undisclosed
    Undisclosed
    10 - 49
    Mumbai, India

    Services provided

    10% AI Consulting
    90% AI Development

    FishEyeBox is an AI firm. In Mumbai, India, the company was founded in 2013. Their team provides Artificial Intelligence and AI Consulting.

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  • I-Cube Systems Private Limited Logotype

    I-Cube Systems Private Limited

    Not yet reviewed

    $5,000+
    $25 - $49 / hr
    10 - 49

    Services provided

    10% AI Consulting
    10% AI Agents
    10% AI Development +7 services
    10% Custom Software Development
    10% Generative AI
    10% Mobile App Development
    10% Product Design
    10% UX/UI Design
    10% Web Design
    10% Web Development

    I-Cube Systems Private Limited is a small web design company in New Delhi, India and Mant Khas, India. Their services include Web Design and UX/UI Design.

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  • Foundry Solutions Logotype

    Not yet reviewed

    $1,000+
    $300+ / hr
    2 - 9
    Raleigh, NC

    Services provided

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

    AI Agents company Foundry Solutions is headquartered in Raleigh, North Carolina. They provide AI Agents and AI Consulting and were established in 2026.

    Read more
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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 – AI, Data, & Product
2 HatchWorks AI
3 RebelDot
4 Dotsquares
5 Dualboot Partners
6 DianApps
7 DOOR3
8 tkxel
9 Intuz
10 Neoteric
11 Opinov8 Digital and Engineering Solutions
12 Integris
13 blackthorn.ai
14 NineTwoThree AI Studio
15 SOLTECH

List of the Top 15 AI Consulting Firms

  1. Cheesecake Labs – AI, Data, & Product Logotype

    Cheesecake Labs – AI, Data, & Product

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

    Ability to deliver

    39.6/40.0
    19.8/20 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

    37.1/40.0
    17.4/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

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

    RebelDot

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

    Ability to deliver

    38.6/40.0
    19/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    25% AI Consulting
    75% Other
    View Profile Visit Website
  4. Dotsquares Logotype

    Dotsquares

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

    Ability to deliver

    38.2/40.0
    18.8/20 Reviews
    9.6/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  5. 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
  6. DianApps Logotype

    DianApps

    $10,000+
    $25 - $49 / hr
    50 - 249
    Gurugram, India

    Ability to deliver

    39.3/40.0
    19.8/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    30% AI Consulting
    70% Other
    View Profile Visit Website
  7. DOOR3 Logotype

    DOOR3

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

    Ability to deliver

    38.7/40.0
    19/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    34% AI Consulting
    66% Other
    View Profile Visit Website
  8. 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

    20% AI Consulting
    80% Other
    View Profile Visit Website
  11. 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

    25% AI Consulting
    75% Other
    View Profile Visit Website
  12. 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
  13. blackthorn.ai Logotype

    blackthorn.ai

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

    Ability to deliver

    38.9/40.0
    19.4/20 Reviews
    10/10 Clients & Experience
    9.5/10 Market Presence

    Service focus

    30% AI Consulting
    70% Other
    View Profile Visit Website
  14. NineTwoThree AI Studio Logotype

    NineTwoThree AI Studio

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

    Ability to deliver

    38.8/40.0
    19.2/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    25% AI Consulting
    75% Other
    View Profile Visit Website
  15. 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

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

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

    Softermii

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

    Ability to deliver

    39/40.0
    20/20 Reviews
    10/10 Clients & Experience
    9/10 Market Presence

    Service focus

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

    xfive

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

    Ability to deliver

    38.9/40.0
    19/20 Reviews
    10/10 Clients & Experience
    9.9/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  21. 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
  22. 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
  23. GLOBALDEV Logotype

    GLOBALDEV

    $50,000+
    $25 - $49 / hr
    250 - 999
    Warszawa, Poland

    Ability to deliver

    37.4/40.0
    17.6/20 Reviews
    10/10 Clients & Experience
    9.8/10 Market Presence

    Service focus

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

    Cody Solutions

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

    Ability to deliver

    36.3/40.0
    18/20 Reviews
    10/10 Clients & Experience
    8.3/10 Market Presence

    Service focus

    25% AI Consulting
    75% Other
    View Profile Visit Website
  25. 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
  26. Symphony Solutions Logotype

    Symphony Solutions

    $25,000+
    $25 - $49 / hr
    250 - 999
    Amsterdam, Netherlands

    Ability to deliver

    37.1/40.0
    17.4/20 Reviews
    10/10 Clients & Experience
    9.7/10 Market Presence

    Service focus

    20% AI Consulting
    80% Other
    View Profile Visit Website
  27. 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
  28. Addepto (Part of KMS Technology) Logotype

    Addepto (Part of KMS Technology)

    $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
  29. Netguru Logotype

    Netguru

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

    Ability to deliver

    39/40.0
    19/20 Reviews
    10/10 Clients & Experience
    10/10 Market Presence

    Service focus

    10% AI Consulting
    90% Other
    View Profile Visit Website
  30. Closeloop Technologies LLC Logotype

    Closeloop Technologies LLC

    $25,000+
    $25 - $49 / hr
    50 - 249
    Mountain View, CA

    Ability to deliver

    37/40.0
    17.4/20 Reviews
    10/10 Clients & Experience
    9.6/10 Market Presence

    Service focus

    30% AI Consulting
    70% 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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