Best Business Intelligence Service Providers
Whether you need to stand up a modern data stack, build dashboards executives actually use, or develop predictive models, the right data analytics company can compress months of internal work and bring tooling expertise that is expensive to hire for directly. The strongest big data analytics companies pair data engineering with business judgment to turn scattered data into decisions.
Clutch helps you compare business intelligence consulting and data analytics consulting services through verified client reviews, service breakdowns, and real project data. Filter by industry, budget, and the specific tools you run, then explore related directories: data visualization companies, U.S. data analytics companies, and AI development companies.
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Featured
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$10,000+$25 - $49 / hr250 - 999Rzeszów, PolandServices provided
See all 45 projectsEdvantis is a distinguished company specializing in BI and Big Data Consulting & SI services. Their reviews highlight a strong commitment to Business Intelligence & Systems Integration, with a remarkable emphasis on effective communication and timely project completion. Approximately 80% of the feedback underscores their eagerness to assist and adapt to project needs, although occasional inconsistencies in team member quality were noted but swiftly addressed.
$25,000+$25 - $49 / hr50 - 249L'viv, UkraineServices provided
See all 23 projectsReenbit is a company specializing in BI and Big Data Consulting & SI services, offering expertise in Business Intelligence Consulting and Systems Integration Services. The overall feedback is positive, highlighting their professionalism and effective communication, with 100% of reviewers noting their satisfaction with these aspects. While there were occasional minor delays, clients were generally pleased with the outcomes.
$5,000+$200 - $300 / hr10 - 49Los Angeles, CAServices provided
See all 8 projectsB3 Media Solutions Inc. is a Business Intelligence and Big Data Consulting firm with expertise in delivering comprehensive healthcare research and strategic insights. Their reviews highlight punctuality and strong local market knowledge, with 100% of feedback noting timely project delivery and effective partnership in enhancing client outcomes.
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$25,000+$50 - $99 / hr50 - 249Istanbul, Türkiye
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VNGRS is a cloud consulting & SI company. Founded in 2009, the agency specializes in cloud consulting & SI and BI & big data consulting & SI.
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$5,000+$25 - $49 / hr10 - 49Dnipro, Ukraine
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See all 4 projectsMENCODEHARD is a versatile development company offering services in WordPress modifications, video production, and mobile app development. Their clients consistently highlight excellent communication and dedication, with 100% positive feedback on responsiveness and client understanding. Areas for improvement include more thorough testing and formal project status updates.
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$1,000+$50 - $99 / hr2 - 9Los Angeles, CA
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See all 1 projectsROI Express is a systems development company specializing in CRM and management infrastructure solutions. According to client feedback, 100% of reviewers praised their flexibility in accommodating change requests without extra charges and noted a decrease in customer complaints. Clients also highlighted their effective project management and comprehensive documentation. The only suggested improvement was extending post-launch support.
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$100,000+$50 - $99 / hr250 - 999Utrecht, Netherlands
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See all 15 projectsQubiz is a BI and Big Data Consulting & SI firm specializing in custom software development, data warehouse implementation, and integration of data from multiple sources. The company is praised for its technical expertise, adaptability, and effective communication, with 100% positive feedback highlighting their capability to deliver reliable solutions and their openness to new technologies.
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$10,000+$100 - $149 / hr10 - 49London, England
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Tasman Analytics is a big data company. Launched in 2016, the team specializes in BI & big data consulting & SI and Marketing Strategy.
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$10,000+$150 - $199 / hr50 - 249Docklands, Australia
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Empirics, a big data analytics company, was launched in 2004. The midsize team provides BI & big data consulting & SI and cloud consulting & SI.
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$25,000+$25 - $49 / hr250 - 999Columbia, MD
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Application development firm Infojini Consulting is based in Columbia, Maryland and Edison, New Jersey. The team provides Mobile App Development and BI & big data consulting & SI.
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$5,000+< $25 / hr10 - 49Pune, India
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See all 1 projectsTechorizon IT Services Pvt. Ltd. is an IT solutions company skilled in managing and analyzing big data, with an emphasis on efficiency and quality. Their reviews highlight a strong alignment with client values, timely delivery, and functional results. Over 90% of feedback is positive, praising their management, quick response, and design thinking approach.
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$5,000+$25 - $49 / hr2 - 9
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See all 1 projectsSynergyBoat Solutions is a custom software development company specializing in creating client-facing platforms using advanced technologies such as NodeJS, AngularJS, and AWS services. They are highly praised for their integration capabilities, data quality focus, and seamless user experience, with 100% of reviews highlighting their technical excellence and effective project management. Clients appreciate their deep understanding of business strategies, although they could benefit from better customer expectation management.
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UndisclosedUndisclosed10 - 49Richardson, TX
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See all 1 projectsAPEX IONM SOLUTIONS is a specialized billing service provider for intraoperative neuromonitoring (IONM) companies, offering comprehensive insurance collections and EMR system support. The reviews highlight their exceptional communication and strategic partnership, with 100% of feedback emphasizing their invaluable assistance in billing and codes. Clients value their ability to assimilate data and collaborate effectively, contributing to a positive and impactful partnership.
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UndisclosedUndisclosed50 - 249Boston, MA
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See all 1 projectsCogito Corp is a quality assurance and regression testing company that demonstrates a strong knowledge of complex platforms, as evidenced by their ongoing engagement since 2021. Approximately 90% of the feedback highlights their reliability in maintaining product quality and cost-effectiveness. While they excel in identifying bugs and delivering timely results, about 10% of reviews suggest further training on communication tools could enhance performance.
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$5,000+$25 - $49 / hr10 - 49Islamabad, Pakistan
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Data BI, a small business intelligence company, is based in Islamabad, Pakistan. Their services include BI & big data consulting & SI.
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Undisclosed$50 - $99 / hr10 - 49
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Founded in 2022, Squery Solutions Kft is an IT staff augmentation company. The team offers IT staff augmentation and BI & big data consulting & SI.
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Undisclosed< $25 / hr10 - 49Hyderabad, India
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See all 2 projectsZetagile Info Solutions is a reputable company specializing in BI and Big Data Consulting & SI services. With 100% positive feedback, clients commend their professionalism, fast delivery, and eagerness to please. A notable client highlights their effective data preparation solutions for a complex $300,000 project, affirming their expertise in Business Intelligence & Systems Integration.
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$5,000+$100 - $149 / hr250 - 999Bengaluru, India
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GainInsights is a big data company and cloud consulting & SI company. They provide BI & big data consulting & SI and cloud consulting & SI and are based in Bengaluru, India and Palo Alto,
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$5,000+$25 - $49 / hr2 - 9
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See all 1 projectsSynaphis is a digital marketing and software development company specializing in email marketing campaigns, SEO optimization, and custom CRM development. The overall feedback is positive, highlighting their flexible pricing and expertise, though some suggest improvements in social media presence and marketing. Approximately 70% of the feedback mentions timely delivery despite project scope changes.
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$10,000+$50 - $99 / hr50 - 249Karachi, Pakistan
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AKS iQ is a midsize big data company and AI company. Launched in 2019, the team provides BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed2 - 9Lake Forest, CA
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See all 1 projectsSQL Solutions Group is a Business Intelligence & Systems Integration company specializing in optimizing SQL performance and systems integration. Their clients highly regard their expertise, with 100% positive feedback, emphasizing their 25 years of experience in SQL and effective project management. They are particularly recommended for applications with large databases, ensuring business scalability and growth.
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$1,000+< $25 / hr10 - 49Thiruvananthapuram, India
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See all 2 projectsDEIENAMI is a software development company specializing in creating custom solutions using Python. They have been positively received, with 100% of the feedback highlighting their effectiveness in bringing ideas to reality and exceeding expectations. Clients appreciate their willingness to tackle challenges and their commitment to delivering quality work without any noted areas for improvement.
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UndisclosedUndisclosed10 - 49Los Angeles, CA
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AI firm and business intelligence company IV.AI is located in Los Angeles, California. Founded in 2016, the team focuses on Artificial Intelligence and BI & big data consulting & SI.
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$5,000+$200 - $300 / hr50 - 249Draper, UT
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JourneyTeam - Microsoft Solutions Partner is a big data company. They were founded in 1993, and their services include BI & big data consulting & SI and IT strategy consulting.
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$5,000+$100 - $149 / hr10 - 49Tallinn, Estonia
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See all 4 projectsKontorva is a consulting firm specializing in website development, e-commerce solutions, and online strategic data analytics. Reviewers frequently praise their efficient project management and high-quality deliverables, with 67% highlighting their impressive turnaround times and attention to detail. While communication is generally strong, 33% noted areas for potential improvement in simplifying complex information.
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$1,000+$25 - $49 / hr2 - 9
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See all 3 projectsHard Code is a specialized electronics and software development company with expertise in IoT, embedded programming, and hardware design. They receive predominantly positive feedback, with 100% of reviewers highlighting their technical proficiency and ability to deliver tailored solutions. While their engineering skills are highly praised, 33% of reviewers suggest improvements in project management and customer service. Hard Code's agility and understanding of client challenges are consistently noted as impressive.
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$1,000+Undisclosed2 - 9Ahmedabad, India
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See all 1 projectsDuelz Lab LLP is a web development company specializing in building custom full-stack applications. Their clientele praises their capacity to deliver high-quality, production-ready solutions swiftly, as evidenced by a project that drastically reduced the quote-to-order time frame. All feedback was positive, highlighting their proficient project management and understanding of startup dynamics.
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UndisclosedUndisclosed10 - 49Nashville, TN
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See all 1 projectsAcumen Technology is a consulting firm specializing in engineering, software development, and testing services. Reviewers consistently praise the company for its agile delivery approach and effective collaboration, with 100% positive feedback highlighting their alignment with project goals and excellent communication. There are no noted areas for improvement, emphasizing their strong partnership capabilities.
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Undisclosed$25 - $49 / hr10 - 49Shanghai, China
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See all 1 projectsShanghai Yexi Network Technology Co., Ltd. is a technology firm specializing in website development and digital marketing management platforms. The company received overwhelmingly positive feedback, with praise for their timely project completion and high-quality service. Notably, 100% of reviewers commend their responsiveness and service attitude.
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$25,000+$50 - $99 / hr50 - 249
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See all 1 projectsBigHub s.r.o. is a leading AI & data consulting and engineering agency for enterprise organizations, helping large companies turn data and artificial intelligence into measurable business
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UndisclosedUndisclosed10 - 49Tampa, FL
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Big data company Inzata Analytics is based in Tampa, Florida. They offer BI & big data consulting & SI and were launched in 2016.
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Undisclosed$50 - $99 / hr250 - 999Freienbach, Switzerland
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Established in 1996, CREATEQ is a midsize data analytics company. Their team specializes in BI & big data consulting & SI and Custom Software Development.
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UndisclosedUndisclosed50 - 249Wrocław, Poland
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Piwik PRO is a big data company. Founded in 2013, their team provides BI & big data consulting & SI and Conversion Optimization.
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$25,000+$25 - $49 / hr50 - 249Villa Allende, Argentina
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Big data analytics company OutsourcingDev was established in 2018. The firm specializes in BI & big data consulting & SI and IT staff augmentation, and is midsize.
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$1,000+< $25 / hr2 - 9Sheridan, WY
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See all 2 projectsCelsius Solutions is an SEO agency known for increasing online visibility and organic traffic. A review from Brookswood Bootcamp highlights a 771% increase in Google Search impressions and 100% organic traffic growth, emphasizing their effective communication and project management. The review reflects 100% satisfaction, noting their professionalism and budget-conscious approach.
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UndisclosedUndisclosed50 - 249
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See all 6 projectsIPRoyal is a business intelligence consulting company specializing in BI and big data solutions. Reviews highlight their exceptional project management, timely delivery, and industry-specific expertise, with 100% positive feedback. They are praised for their collaborative approach and tailored solutions, though additional early-stage check-ins are suggested.
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Undisclosed$25 - $49 / hr2 - 9
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Data analytics company IDeepeners Private Limited was founded in 2018. Based in Jaipur, India, the team offers BI & big data consulting & SI and Web Development.
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$25,000+$100 - $149 / hr50 - 249Praha 8, Czech Republic
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Addvery is a Logistics & Supply Chain Consulting company. Established in 2020, the team focuses on Logistics & Supply Chain Consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9South Miami, FL
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See all 3 projectsDataco Consulting LLC is a specialized firm offering Business Intelligence Consulting and Big Data Solutions, excelling in data consolidation, BI and Big Data Consulting & SI, and data management consulting. With 100% positive feedback, clients commend their exceptional project management, technical skills, and ability to deliver tailored solutions on time, significantly enhancing data integrity and operational efficiency.
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$25,000+$50 - $99 / hr10 - 49Bayrut, Lebanon
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See all 1 projectsIdeaToLife is a software development company recognized for custom software solutions, particularly in complex industries like the elevator sector. Reviews highlight their dedication, with 100% of feedback praising their industry research and client-centered approach. Approximately 90% of reviewers commend their project management and transparency, while a few note room for improvement in time zone coordination.
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$1,000+$25 - $49 / hr2 - 9
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Data analytics company CX Factory was founded in 2023. Based in Gdańsk, Poland, the team focuses on BI & big data consulting & SI and Market Research.
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$1,000+$25 - $49 / hr10 - 49Singapore, Singapore
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See all 1 projectsProwesstics offers mobile app development services, specializing in creating applications that enable users to track and monitor health status. Reviews highlight their impressive development skills, timely project delivery, and effective communication, resulting in a well-received app with positive user engagement and feedback. Their expertise and dedication make them a strong fit for similar projects.
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UndisclosedUndisclosed10 - 49Chicago, IL
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Collectiv is a data analytics company founded in 2019. The agency specializes in BI & big data consulting & SI and cloud consulting & SI.
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$10,000+$50 - $99 / hr2 - 9Berlin, Germany
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Narwhal Data Solutions is a business intelligence company. Established in 2020, the team specializes in BI & big data consulting & SI and cloud consulting & SI. The agency is in Berlin, Germany.
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$1,000+$50 - $99 / hr10 - 49
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See all 2 projectsSunesis Consulting specializes in Business Intelligence Consulting, Big Data Solutions, and Business Analytics Services. Reviews highlight their effective implementation of Power BI, professional training sessions, and the hands-on involvement of their founder. Clients appreciated their professionalism and expertise, though some suggested longer training sessions for more practical experiences.
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$10,000+$50 - $99 / hr10 - 49Den Haag, Netherlands
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Big data analytics company Modex Analytics provides BI & big data consulting & SI and Artificial Intelligence. They were established in 2016.
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UndisclosedUndisclosed2 - 9Bogotá, Colombia
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See all 2 projectsNáutica Digital is a digital solutions company specializing in web and software development, with expertise in Python, Angular, and Django technologies. They consistently receive positive feedback, with clients highlighting their efficient project management, outstanding design work, and strategic partnership. Approximately 100% of the reviewers praised their ability to adapt quickly and provide exceptional support, ensuring seamless project execution.
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$1,000+Undisclosed10 - 49Cork, Ireland
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Business intelligence company Bluemetrix was established in 2001. The team specializes in BI & big data consulting & SI and IT managed services and is in Cork, Ireland.
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UndisclosedUndisclosed10 - 49London, England
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In London, England, Astrato Analytics is a big data analytics company. The team specializes in BI & big data consulting & SI and Artificial Intelligence.
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$5,000+$150 - $199 / hr1,000 - 9,999New York, NY
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Kroll, a Cybersecurity company, was established in 1972. The team specializes in Cybersecurity and BI & big data consulting & SI.
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$10,000+$200 - $300 / hr250 - 999Colombo, Sri Lanka
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Veracity AI is a big data company and AI firm. Established in 2017, the company offers BI & big data consulting & SI and Artificial Intelligence.
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UndisclosedUndisclosed1,000 - 9,999Troy, MI
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Sunera Technologies is a data analytics company. The Troy, Michigan-based team focuses on BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed1,000 - 9,999Beijing, China
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Founded in 2010, Tencent Cloud Computing (Beijing) Co., Ltd. Is a cloud consulting & SI company. Their team focuses on cloud consulting & SI and BI & big data consulting & SI.
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Best Big Data Companies & Data Analytics Consultants
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$10,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
35% BI & Big Data Consulting & SI65% Other -
$100,000+$50 - $99 / hr1,000 - 9,999Malmö, Sweden
Ability to deliver
36.1/40.016.2/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
36% BI & Big Data Consulting & SI64% Other -
$25,000+Undisclosed1,000 - 9,999Toronto, Canada
Ability to deliver
36/40.017.4/20 Reviews10/10 Clients & Experience8.6/10 Market PresenceService focus
30% BI & Big Data Consulting & SI70% Other -
$5,000+$25 - $49 / hr10 - 49
Ability to deliver
35.7/40.017.4/20 Reviews9.4/10 Clients & Experience8.9/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$50,000+$50 - $99 / hr250 - 999Medellín, Colombia
Ability to deliver
35.7/40.016.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
$50,000+$50 - $99 / hr1,000 - 9,999London, England
Ability to deliver
35.6/40.018.4/20 Reviews9.7/10 Clients & Experience7.5/10 Market PresenceService focus
35% BI & Big Data Consulting & SI65% Other -
$25,000+$25 - $49 / hr250 - 999Indore, India
Ability to deliver
36.3/40.016.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
30% BI & Big Data Consulting & SI70% Other -
$10,000+$25 - $49 / hr1,000 - 9,999Southborough, MA
Ability to deliver
37.2/40.017.2/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% BI & Big Data Consulting & SI80% Other -
$5,000+$25 - $49 / hr1,000 - 9,999Kolkata, India
Ability to deliver
34.5/40.016.2/20 Reviews8.6/10 Clients & Experience9.7/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
$5,000+$50 - $99 / hr50 - 249Hanoi, Vietnam
Ability to deliver
35.5/40.016.8/20 Reviews9.8/10 Clients & Experience8.9/10 Market PresenceService focus
45% BI & Big Data Consulting & SI55% Other -
$25,000+$50 - $99 / hr50 - 249London, England
Ability to deliver
39.3/40.020/20 Reviews9.9/10 Clients & Experience9.5/10 Market PresenceService focus
30% BI & Big Data Consulting & SI70% Other -
$100,000+$50 - $99 / hr1,000 - 9,999Oakland, CA
Ability to deliver
34/40.015.2/20 Reviews8.8/10 Clients & Experience10/10 Market PresenceService focus
25% BI & Big Data Consulting & SI75% Other -
$10,000+$50 - $99 / hr50 - 249Kyiv, Ukraine
Ability to deliver
37.3/40.017.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% BI & Big Data Consulting & SI65% Other -
$100,000+$200 - $300 / hr50 - 249New York, NY
Ability to deliver
33.1/40.016.2/20 Reviews10/10 Clients & Experience6.9/10 Market PresenceService focus
50% BI & Big Data Consulting & SI50% Other -
$75,000+Undisclosed250 - 999Oak Brook, IL
Ability to deliver
34.3/40.015/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
30% BI & Big Data Consulting & SI70% Other -
$25,000+$200 - $300 / hr1,000 - 9,999New York, NY
Ability to deliver
32.8/40.015.6/20 Reviews7.8/10 Clients & Experience9.4/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
$5,000+Undisclosed50 - 249Warszawa, Poland
Ability to deliver
32/40.016.4/20 Reviews10/10 Clients & Experience5.6/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$5,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
32/40.016.4/20 Reviews10/10 Clients & Experience5.5/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$5,000+$50 - $99 / hr10 - 49Carlsbad, CA
Ability to deliver
34.2/40.019/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
50% BI & Big Data Consulting & SI50% Other -
$10,000+$100 - $149 / hr50 - 249Warszawa, Poland
Ability to deliver
31.9/40.016.2/20 Reviews8.4/10 Clients & Experience7.3/10 Market PresenceService focus
85% BI & Big Data Consulting & SI15% Other -
$25,000+$25 - $49 / hr250 - 999Amsterdam, Netherlands
Ability to deliver
37.1/40.017.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
20% BI & Big Data Consulting & SI80% Other -
$1,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
31.8/40.016.6/20 Reviews9.7/10 Clients & Experience5.5/10 Market PresenceService focus
50% BI & Big Data Consulting & SI50% Other -
$25,000+$50 - $99 / hr10 - 49Kyiv, Ukraine
Ability to deliver
31.7/40.016.4/20 Reviews10/10 Clients & Experience5.3/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$1,000+$100 - $149 / hr10 - 49Woodstock, England
Ability to deliver
31.7/40.020/20 Reviews4.4/10 Clients & Experience7.3/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$10,000+$25 - $49 / hr50 - 249Warszawa, Poland
Ability to deliver
34.3/40.016.8/20 Reviews8.5/10 Clients & Experience9/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
$5,000+$150 - $199 / hr10 - 49Edmonton, Canada
Ability to deliver
31.6/40.016.4/20 Reviews8.2/10 Clients & Experience7/10 Market PresenceService focus
80% BI & Big Data Consulting & SI20% Other -
$10,000+$200 - $300 / hr10 - 49Paphos, Cyprus
Ability to deliver
31.4/40.016.2/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
75% BI & Big Data Consulting & SI25% Other -
$10,000+$100 - $149 / hr10 - 49Austin, TX
Ability to deliver
35.8/40.016.6/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
UndisclosedUndisclosed10 - 49
Ability to deliver
31.2/40.017.4/20 Reviews8.5/10 Clients & Experience5.4/10 Market PresenceService focus
75% BI & Big Data Consulting & SI25% Other -
$10,000+$100 - $149 / hr2 - 9Dundee, Scotland
Ability to deliver
30.9/40.017/20 Reviews7.7/10 Clients & Experience6.2/10 Market PresenceService focus
90% BI & Big Data Consulting & SI10% Other
Latest BI and Big Data Articles
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Data Analytics FAQs
Clutch features companies that build BI dashboards, data pipelines, and big data platforms that drive insights at scale quarterly based on a proprietary methodology. The top business intelligence and big data companies for 2026 include:
A data analytics firm helps you collect, store, transform, model, and surface data so it drives decisions instead of sitting in disconnected systems. Engagements with these service providers usually cover one or more of:
- Data engineering — building pipelines from source systems into a warehouse or lakehouse
- Data modeling and transformation — schemas and metrics layers, often with dbt
- Business intelligence and dashboarding — Looker, Power BI, or Tableau tied to defined KPIs
- Advanced analytics and ML — forecasting, segmentation, and predictive modeling
- Data governance — access controls, quality monitoring, and documentation
Costs depend on scope, seniority, and whether you need ongoing support or a one-time build. Tooling costs for platforms like Snowflake, Databricks, and BI licenses sit on top of services and can be substantial, so confirm who owns those before signing.
Use Clutch pricing data and filters to compare providers within budget, and ask each firm to break out services versus software.
Business intelligence focuses on reporting what has happened through dashboards, KPIs, and historical trends. Meanwhile, broader data analytics extends into why it happened and what is likely next, including statistical analysis and machine learning. Many firms do both, starting with a reporting layer and progressing to predictive work as their data matures.
Match the provider to your stack and your stage. Then, ask for case studies in your industry, confirm hands-on experience with the tools you use or plan to adopt, and probe how they handle data readiness, governance, and security.
A short paid discovery engagement is a low-risk way to test fit before a long build. Take advantage of Clutch’s vetted directories and data-driven resources to guide your search for the ideal team.
Be cautious of firms that promise insights before understanding your data sources, gloss over governance and access controls, or quote a flat price without clarifying tooling costs. Vague ownership of code, models, and documentation is another warning sign; those should be clearly assigned to you.