To showcase the top big data companies in the United States, our team of 12 industry analysts evaluated each listing using five ranking criteria and insights from over 827 verified client reviews, transforming complex data into actionable insights.
Organic rankings are determined by five factors: top services, reviews, portfolio, awards/press, and team expertise. Sponsored listings pay for a placement that appears above organic positions. Sponsorship does not affect star ratings or review content - read more on our methodology page.
Innovacio Technologies has completed many projects for US clients, including AI-powered fraud detection for banking services, patient monitoring systems for healthcare providers, and AI-assisted diagnostic tools. The Boston-based firm specializes in machine learning, generative AI, computer vision, and NLP...
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AI Development Review from Haider Ali Baig
We are truly grateful to Innovacio Technologies for their exceptional work on our Vehicle Tracking System Automation. Their expertise in DevOps and vehicle tracking solutions has greatly improved our operations, ensuring real-time visibility and system reliability. We appreciate their dedication to delivering seamless, efficient solutions that have supported our growing fleet needs. Thank you for your outstanding support and commitment!
AI Customer Service Review from Ariyan Kabir
We collaborated with Innovacio Technologies to implement an AI-Powered Fraud Detection System for our banking and ATM services, and the results have been outstanding. The AI system quickly identifies unusual transaction patterns and flags potential fraud in real-time, significantly enhancing security and reducing fraud incidents. Innovacio Technologies seamlessly integrated the solution with our existing infrastructure while ensuring full compliance with banking security standards. Their expertise in AI has been crucial in developing a reliable, scalable system. We highly recommend Innovacio Technologies who looking to improve fraud detection.
AI Application Development Review from Charlie Meredith
Were extremely impressed with the AI-Powered Customer Insights solution from Innovacio Technologies. It has revolutionized our understanding of customer behavior and enabled us to refine our marketing strategies for a more personalized customer experience.
Kanerika Inc is based in Texas, in the United States, and specializes in AI, analytics, data modernization, and intelligent automation. The firm holds ISO, SOC, GDPR, and CMMI accreditations and partners with Microsoft, Databricks, and UiPath. Its client roster includes Sony, Volkswagen, Kroger, and HDFC...
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Big Data Analytics Review from Nathaniel Ru
We partnered with Kanerika to support our Big Data Analytics initiatives and augment our internal data engineering team. As our data needs continued to grow, we needed experienced professionals who could quickly integrate with our team and help us improve data processing, reporting, and analytics capabilities. Our experience with Kanerika was very positive from start to finish. Their team was knowledgeable, responsive, and easy to work with. They took the time to understand our requirements, listened carefully to feedback, and adapted quickly whenever priorities changed. The engineers they provided integrated smoothly with our existing team and consistently delivered quality work. One thing that stood out was their responsiveness. Whenever we had questions, requests, or needed adjustments, their team reacted quickly and ensured issues were addressed without unnecessary delays. Communication remained clear throughout the engagement, which made collaboration straightforward and efficient. The project outcomes met our expectations, and the additional expertise helped us move faster on several data-related initiatives. Overall, Kanerika proved to be a reliable partner for both Big Data Analytics and Staff Augmentation, and we would be happy to work with them again in the future.
Big Data Analytics Review from Steven Poelman
Kanerika made a team for us to discuss the details and develop Power BI project. 3 personal dashboards were also planned and designed. Firstly the architecture of the system was created and implemented. The dashboards for heads of departments were developed and tested by the reconciliation dashboard too. Finally we got the staff training for interactive analytics dashboards usage. Power BI system has highlighted the efficiency of our working process. After tracking the efficiency we rose the sales for 20%, offer more client oriented service, and have budget prediction. Professional team service for great cost. Kanerika showcased awesome automation of business analysis and regularly updated reports.
Big Data Analytics Review from David Abelyan
The Kanerika team helped us create online meeting capabilities to meet with candidates online, view video profiles and message. All these online features are great for our application but what makes our solution unique is that all these are tied to the candidate profile, hiring position organizational needs and overall organizational profile. This creates a strong bond and trust between the organization and the candidate.We wanted a platform to build long term relationships between organizations and their immediate and future needs and candidates who may want to explore opportunities now or build a relationship for a future opportunity. Kanerika worked with our team to understand our changing requirements and delivered technical solutions incrementally using an agile approach. Organizations can store and update their profiles, job requirements and track each hiring process.Their philosophy of investing in clients and view of client success as their own was unique. Everyone uses the long term relationship as a tagline but Kanerika actually lived up to it.
Unico Connect has completed many projects for US clients, including data-driven platforms for education, fintech, and healthcare sectors. Headquartered in Mumbai, India with a Chicago office, the firm offers big data analytics through Power BI consulting, Tableau, MongoDB, data engineering, and Google...
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Software Development Review from Daniel Gonsenhauser
Unico built our Order Management System across two operating companies and integrated it with Bringg for dispatch. The hard part wasn't the software, it was the business logic we run on-demand, multi-stop, scheduled contract, and distribution work across multiple markets, and the pricing exceptions that used to live in our people's heads are now configured in the system. Order intake, dispatch, commissions and billing are one flow instead of three, and our team reviews work rather than reconstructing it. What set Unico apart was their willingness to learn how a courier and freight business actually operates instead of fitting us to a template. We worked with a dedicated team on the Unico side - a project lead, developers, and QA with direct access throughout rather than everything routed through an account manager. We've engaged them for phase two.
Web Development Review from Shifa Sutar
We had a great experience working with Unico team for our Google Workspace migration and account setup. The entire process was smooth and well-managed. The team was extremely supportive, responsive, and guided us at every step, making what could have been a complex transition feel effortless. Highly recommend their services.
Website Redesign Review from Heta Patel
We engaged with Unico for website design and front-end coding for the same. It was a good experience overall. Initially we faced some issues which were resolved and the team mates for coding were great, had good knowledge and were able to deliver as per our expectations.
TIMIT provides you experts in AI, AI-driven Data Analytics, Custom Software Development, IT Startegy, and has top-notch, lower-cost IT Talent. Our customers tell us we're fun to work with, and that's because your success is personal to us. We deliver what we promise. Every time...
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Software Development Review from Mark Lo Bianco
TIMIT Solutions brings a strong combination of technical expertise, strategic thinking, and dependable execution to its client engagements. Their team does an excellent job of understanding business objectives and translating them into practical technology solutions that support growth, efficiency, and long-term value. They also bring thoughtful perspective on emerging capabilities, including AI, and help organizations evaluate where these technologies can provide meaningful business impact rather than simply following trends. Their professionalism, responsiveness, and ability to communicate effectively with both business and technical stakeholders make TIMIT a valuable technology partner. I would highly recommend them.
Windows Review from Matt Dattilo
I've known and worked with Tim Montgomery for almost 25 years, and with TIMIT Solutions since inception. TIMIT always provides knowledgeable, dedicated professionals, creative solutions, and solid execution to every project. I would highly recommend them.
Mobile App Development Review from Rebecca Smith
Timit Solutions is a great company for not only enhancing IT Services but bringing with that, years of knowledge and experience. Tim has a keen sense of what needs to be changed to make a difference in how you do business and reach people. Insight, suggestions and communication helped us to better define objectives that will make our business stronger.
When US enterprises need scalable big data platforms, Timspark delivers cloud-based solutions grounded in MongoDB, Tableau, and data science expertise. Though headquartered in London, the firm maintains a Florida office and has built analytics infrastructure for pharma sales teams and IoT-enabled...
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Software Development Review from Evelyn Sinclair
I had an incredibly positive experience with their services and the final product they delivered. It was a successful collaboration as I connected with investors who were impressed and interested in investing in the project. Throughout the process, they consistently provided solid and impressive work, earning them a five-star rating from me. Their work consistently showcased solid and impressive results, demonstrating their expertise and commitment to delivering excellence. There isn't anything specific that I would suggest for improvement. My experience with them was overwhelmingly positive, with no notable drawbacks or areas for enhancement.
We have been around for the last 23 years offering AI-driven solutions, Custom Mobile App Development, Tailored Software Solutions, and Enterprise Web Solutions catering to clients' needs. We Care for your Success -that is our reason to exist. Let's Talk about your dreams and we will deliver!...
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Web App Review from Cade Cannon
We engaged FULLeSTOP to build a custom dispatch and risk management platform from the ground up, and what started as an incredibly complex 18-month build has evolved into a thriving, ongoing partnership. The business outcomes have been profound. The platform unified seven distinct service lines into a single digital ecosystem, eliminating manual tracking for over 300 staff, 50 crews, and 500 assets daily, while centralizing safety compliance for over 100 subcontractors. It completely transformed our workflow and even won a 2025 innovation award across our investment company's portfolio. What truly sets FULLeSTOP apart is their high-level architectural consulting and continued executive investment. We initially approached them with a specific tech stack and low-code solutions in mind. Instead of simply taking the order, they expertly guided us in a different direction, backing their advice with strong evidence to architect a custom solution perfectly aligned with our enterprise needs. Their agility remains unmatched; they dynamically scale their development staff to hit critical deadlines and fully embrace our Agile/Scrum methodology. Furthermore, it is incredibly rare to find a vendor whose COO actively participates in project calls to personally ensure long-term success. Now 36 months live, FULLeSTOP continues to provide reliable, ongoing support and continuous feature deployments, proving themselves not just as a vendor, but as a deeply invested, permanent extension of our IT team.
Mobile App Development Review from Ryan Netley
Partnering with Fullestop has been an exceptional experience. Their expertise and innovative approach made the entire process smooth and stress-free. Whether building from scratch or upgrading an existing system, they truly listen and deliver solutions that fit perfectly. If you want a team that cares about your success, Fullestop is the right choice!
Software Development Review from Gergo Vari
Partnering with Fullestop for custom software development has been an outstanding experience. Their team took the time to truly understand my business goals and delivered a solution that exceeded expectations. The software is intuitive, reliable, and tailored perfectly to our operations. From seamless communication to on-time delivery, every step of the process was handled with care and professionalism. What stood out most was their ongoing support and dedication to ensuring the software's success even after launch. Great work.
Light IT provides the following services on the global tech market:- consulting clients on IT products and services- custom product and software development- provision of resources at the clients' request- software delivery and maintenance- software quality assurance...
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Mobile App Development Review from Andrew Adams
Light IT helped to develop an MVP for our AWS cloud-based SaaS cyber security platform, specifically on iOS. This team did not just do the bare minimum. They thought about the project and how it could be done not only in an efficient manner but what was best for the end-users.
Mobile App Development Review from Anton Gotsulia
We wanted to rebuild our mobile app on React Native and make some functionality updates. Thanks to Light IT’s experience and professionalism, we managed to solve many issues and prevent problems.
Software Development Review from David Yudovich
Our goal was to build a scalable, robust solution based on cloud computing. The software should be able to offer multiple complex services online, including e-commerce and high-performance computing. So we chose Light IT to do the job. 3 words to describe the cooperation process would be flexibility, quality, and responsiveness. We always felt that the project team was working on our behalf, and our tight collaboration produced excellent results.
Dreamers is a research, data science, and tech consultancy that specializes in building solutions for complex problems. We are based in sunny California, but we work remotely with clients from all over the world. We're engineer-owned and operated, meaning you'll get personal attention and quick answers...
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Software Development Review from Dennis Temko
Dreamers was the only firm capable of building my ambitious vision for HyperCite. They transformed an unprecedented concept into a patented, production-grade legal technology platform designed for fact-checking. This included help in product strategy, and leading UX, algorithm development, AI, database and cloud architecture, frontend and backend engineering, scalability, observability, CI/CD, deployment, and ongoing maintenance. They delivered two California product versions and a dedicated Arizona implementation integrated directly with the appellate court, where HyperCite has operated for more than five years. Today, HyperCite not only automates hyperlinks between legal briefs and cited records; its AI fact-checking system compares claims against supporting evidence, flags contradictions and unsupported assertions, and takes judges and attorneys directly to the underlying source. The result is faster, clearer, and more reliable judicial review, delivered through close collaboration with HyperCite’s leadership and the Arizona court CIO.
Brights is a software development company with 120+ engineers, delivering 300+ projects for startups and enterprises, including Fortune 500, across 30+ countries. We build scalable web, mobile and AI-powered products with a strong focus on quality and long-term partnerships...
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Ольга Усачова's Review Sourced from Google
The entire editorial team, and I as the editor-in-chief of Yabl.ua, declare that Brights brought our site back to life quickly and effectively when it became overloaded during the New Year holidays, gave up, and just wouldn't work, and we couldn't do without it.
Vladimir Kosenko's Review Sourced from Google
They've made a great app called Tvoya Bezpeka. It's free, and most importantly, it's essential. It should be implemented in amalgamated territorial communities (ATCs), in small and large towns. Collective security has great potential. Thanks to the development team.
Dash Technologies is a strategic technology partner for MedTech innovators, Digital Health platforms, Life Sciences enterprises, and the broader healthcare ecosystem including providers, patients, payers, pharmaceutical companies, and medical device manufacturers...
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Mobile App Development Review from Mary Fowler
I have been working with Dash Technologies for nearly two years now, their team is great to work with, communication is always pleasant, and we have developed some great projects of smart IoT apps together in good time and at competitive prices. Thank You, Dash!
Pankaj's Review Sourced from Google
I am currently working as a Principal Software Engineer at Dash. When I first joined, I was excited but also a bit nervous as it was a new environment for me. Over time, I realized that Dash has a very positive and supportive work culture.It is a place where employees are encouraged to learn, grow, and take on new challenges. What stands out the most is the transparency within the organization and the accessibility of the leadership team, including the CEO. Everyone's ideas and opinions are valued, which creates a strong sense of trust and collaboration.I am grateful to be part of such an amazing organization and look forward to growing further with the team.
Ayush Vala's Review Sourced from Google
I am currently working at Dash Technologies, and overall my experience has been good. The company provides a positive environment with good learning and growth opportunities.Overall, it is a good company to work with.
Azilen Technologies is a prominent enterprise AI development company that takes pride in delivering exceptional AI, Data, and HRTech solutions to organizations seeking digital transformation...
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Quytech is a leader in digital innovation of global startups, SMEs, and Fortune 500 organizations. With 14+ years of experience and strong technology expertise, we deliver digital-first experiences that help businesses stay competitive.View the Quytech Reviews, Portfolio, and Services...
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Mobile App Development Review from Guru Hariharan
I engaged Quytech to create an exciting and engaging website for our users. Additionally, by assisting our users in achieving their goals and encouraging repeat visits, they aid to increase our users' conversion rates. They met our deadlines and were always available to answer questions. They collaborate well with us and have excellent communication abilities.
Mobile App Development Review from Jonathan Woodrow
QUYTECH project management was exemplary. They delivered items on time, meeting all project milestones and deadlines. Their team was highly responsive to our needs, promptly addressing any queries or modifications that arose during the development process. Their proactive approach and ability to suggest innovative solutions added value to the project. We recommend them to others
Web Development Review from Lyn Bryan
I hired Quytech to develop a site that thrills and engage our users. They also help to improve our users conversion rate by helping them in leading their objective and keep them coming back. They delivered the project on time and respond to our needs anytime. Their communication skills is also good with us and also have good teamwork skills.
Odezzi builds custom automation, AI, and software systems that turn messy processes into reliable workflows. Drawing on experience in data-heavy, regulated industries, we use modern cloud platforms to deliver maintainable tech stacks built for long-term growth...
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Software Development Review from Robin Kerns
The team at Odezzi helped turn our unique, industry leading idea into reality! Very professional to work with and made sure we as a start up, had the support needed to execute the vision.
We're MindInventory known for offering cutting-edge AI and software development services that redefine how businesses innovate and succeed...
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Mobile App Development Review from Keaton Martinez
I have been working with MindInventory for over 7 years now. I absolutely love this company, the team, the code, designs, the way they communicate, just everything about them. I would recommend them to anyone. If you want high quality, great communication and an all star team, you found the one.
Web Development Review from Dan Ferguson
Its been amazing to work with MindInventory. Theyve allowed us to quickly scale our workforce, deliver more projects and reduce the stress of our on shore team. Working with their leadership has been smooth sailing from day 1. Theyve very responsive, seemingly always online and ready to help when and if there is an issue. I cant recommend them more highly.
Proven is a full-service digital consultancy for mission-driven organizations. We combine data-driven insights with technical and storytelling expertise to empower organizations working toward a more sustainable and equitable future...
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Navsoft has spent 26 years building custom software and AI solutions for complex, large-scale organizations. Today, we work with Fortune 500 companies across 33 countries, with a team of 400+ engineers and specialists...
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We are an IT solution consulting company dedicated to solving business challenges through a holistic approach. We deep-dive into customer problems to create customized digital and physical solutions for businesses to optimize operations and drive growth...
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Data-Entry-India.com is a global Data & AI operations partner. Serving 3,850+ clients across 50+ countries, we specialize in enterprise data operations, AI training data services, digital commerce data support, data research and intelligence services, and document and content-related support...
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Data Entry Review from Alex M.
Our team was overwhelmed with the large volume of raw data we had to process daily. Data-Entry-India.com stepped in and alleviated this burden by efficiently and quickly processing this data into a structured format. By taking care of data cleaning and validation, their team allowed us to focus on core tasks involving data analysis and decision-making, significantly boosting our productivity.
Data Entry Review from Carlos R.
We needed a reliable service provider who could scrape travel deals data from various websites for our company. We are glad that someone recommended Data-Entry-India.com to us. Their team understood our requirements and provided us with structured and accurate data from specified web sources. Their expertise in handling complex scraping projects has made a significant impact on our operations.
Data Entry Review from James P.
We needed thousands of street photos labeled for our self-driving car project. The team of Data-Entry-India.com provided us with high-quality labeled datasets by annotating over 5000 images on CVAT in half the time we expected. Their work helped us improve the accuracy of our object detection algorithm significantly.
Axix Technologies LLC USA delivers AI-powered enterprise software, SaaS platforms, and custom digital solutions. We help organizations streamline operations, automate workflows, and accelerate growth through ERP, HCM, AI, cloud, and software engineering services...
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ali aafaq's Review Sourced from Google
Axix stands out as a forward-thinking technology company delivering innovative AI-powered enterprise solutions with a strong focus on growth, automation, security, and digital transformation. Their extensive expertise in AI agents, ERP systems, cybersecurity, custom software development, and cloud technologies enables them to build scalable and future-ready digital products. Backed by a talented global team of professionals, Axix consistently demonstrates technical excellence, reliability, and a deep understanding of diverse business needs. Their ability to serve startups, enterprises, and government organizations across multiple regions makes them a trusted technology partner for organizations seeking sustainable digital innovation and long-term success.
Positive Face Of Pakistan's Review Sourced from Google
I had a great experience with Axix Technologies. Their team is highly professional, cooperative, and knowledgeable. They provide excellent customer support and are always ready to assist whenever needed. The quality of their work, attention to detail, and commitment to client satisfaction are truly impressive. I would highly recommend Axix Technologies to anyone looking for reliable and efficient software solutions. Keep up the great work!B
Nadia Naveed's Review Sourced from Google
Axix Technologies is a great place for learning and professional development. The instructors explain concepts clearly and create an engaging learning experience. The environment is friendly, organized, and motivating for students. I truly appreciate the quality of training and the support provided throughout the learning journey. Highly recommended for anyone seeking valuable skills and knowledge.
Providus is a global technology partner uniting VCs, founders, and engineers to deliver human-centered, AI-enabled digital transformation. From strategy to scalable execution, we build intelligent solutions tailored to every stage, region, and ambition...
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Moolay Media is about communicating the essence of your brand to the world. From websites to social campaigns, we are passionate about connecting with our clients to give their vision a voice...
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Near Contact provides outsourced IT services from Mexico to U.S. businesses, specializing in staff augmentation, software development, Data & AI, cloud, and Microsoft solutions...
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Perceptive Analytics is an award-winning analytics firm delivering cutting-edge solutions in Advanced Analytics, Generative AI, and Business Intelligence. We help organizations unlock the full value of their data. Our core strength is empowering businesses through adept data utilization...
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Siddartha Rayapudi's Review Sourced from Google
I was there at Perceptive Analytics for a while. During that time I had the opportunity to work with the CEO very closely. The man built the company from ground up all by himself. He once taught me some grammar in english, that's how much interest he took in me while I worked there. I happened to work with some of the most smartest and talented people from amazing institutions there. My advice if someone wants to work there is to be super smart or super hardworking.... Or at the very least learn to work with such kind to be like that. Thanks Chaitanya for everything.
prashanth vempa's Review Sourced from Google
I have worked here and can vouch for the immense learning opportunities you get. You are trusted and given big responsibilities.When utilised properly, you stand to gain tremendously. Experience here instills values and a work ethic critical to making a mark in the service industry. Chaitanya's passion and attention to detail are qualities you can imbibe and nurture. All in all, the experience was fun and leaves you with memories you cherish for the rest of your life.
Srikar T's Review Sourced from Google
I have worked at Perceptive Analytics for approximately 10 months and my time at the company was awesome, to say the least.I have learnt a lot about sales and marketing which will be helpful for me going ahead. I have interacted with many clients and potential clients as well, and I got to learn a lot from these interactions.I also had a lot of freedom to experiment in my role, which was instrumental in enhancing my experience. The tasks I attended to were not limited to a specific domain but that only helped in increasing the potential of the job and though challenging, the role was equally rewarding for me.The work atmosphere is very good and the hours are very flexible.All the policies of the company are explained to the employees well in advance so as to avoid any confusion.The only problem that I've come across is that at times, you may have to work a little extra during peak season: like working for a while over the weekend or staying back for a while after working hours. On such occasions, work-life balance would take a hit. Work from home policy helps in these cases, though.I would definitely recommend working at Perceptive Analytics.
Intelligaia is a CX Design company that works with Business Process Groups to transform the business value of their products. Intelligaia brings innovative DesignOps practices to bridge the gap between strategy and execution at speed and scale...
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Raman Bhardwaj's Review Sourced from Google
Intelligaia is led by creative individuals Rajiv and Cheena whose passion I have seen over the years for customer experience design strategy. They research deep into current trends in business centered design and UX and are always thinking of innovation. Highly recommended to businesses looking to scake their CX strategy.
Amit Shanker's Review Sourced from Google
Rajiv and the team are exceptional are at designing concepts into reality. I have engaged with Intelligaia twice for early-stage product UX and have found the engagement to be highly professional, creative, and collaborative. I would highly recommend them!
Artic Consulting is a global technology consulting firm specializing in Microsoft-based solutions that help organizations innovate, optimize operations, and achieve sustainable growth. By combining deep technical expertise with industry insight, the company delivers data-driven, secure, and scalable solutions...
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priten shah's Review Sourced from Google
Artic Consulting delivers exceptional service with a strong focus on business outcomes. Team Artic combines deep Microsoft expertise with a truly collaborative approach. The work culture is outstanding—transparent, supportive, and driven by innovation. Every interaction reflects professionalism and genuine commitment to client success. Highly recommended for organizations looking to modernize and scale with confidence!
Hire full stack developers from a top-notch tech company called Hire FullStacks & get next-gen web and mobile app development solutions...
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Adnan Akhtar's Review Sourced from Google
Worked here as a Digital Marketing Executive at Hirefullstacks. I found this company one of the best for thier client as well as for employees. Thanks to the team and special thanks to Shiven Sir for giving me wonderful journey at Hirefullstacks family.
Ajeet Singh Gaharwar's Review Sourced from Google
It was really awesome experience. “One of the biggest pros of working with them is their constant will to develop the best product possible.”
Below are essential steps to guide your decision-making process:
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Visit our Marketplace and leave your project brief. We'll match you with vetted big data analytics firms, completely free of charge.
Focus on measurable impact from large, complex datasets. Look for:
Effective big data campaigns track KPIs across four levels:
Measure not just data volume, but speed to insight, decision adoption, and measurable business outcomes to keep analytics focused and strategic.
Our directory features top big data agencies across different budget ranges so you can identify partners that align with your spending expectations.
| High budget: $50,000+ |
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| Low budget: $25,000-$50,000 |
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Beyond budget, the DesignRush agency directory lets you filter agencies by location, expertise, reviews, client types, team size, and hourly rates.
Some of the questions you should ask before hiring one of these companies, are:
Rated 4.8 on Google and 4.7 on Trustpilot, DesignRush Agency Directory is a reliable resource for finding big data companies in United States. We owe this to our executive selection team, which follows a strict screening process when featuring agencies on the platform, assessing key performance indicators, like portfolio, client reviews, and industry reputation.
Learn more about DesignRush Agency Ranking Methodology.
DesignRush sustains a directory of over 40,000 agencies categorized by service category, location, expertise, and reviews. We build our database in two ways:
Agencies can also reach out to DesignRush and must go through the verification process prior to being listed.
They provide services that turn structured and unstructured data into decision-making insights, including:
Their hourly rates range from $80–$350, depending on expertise and project scope:
Project-based pricing models, based on our data:
Factors affecting pricing:
Most campaigns show early results within the first few months, while long-term initiatives deliver the greatest value as insights compound over time.
| Timeline to Results | Typical Duration | What Can You Expect |
| Immediate wins | 1-3 months | Data extraction, dashboards, automated reports, and early AI integrations |
| Measurable insights | 4-12 months | Advanced analysis, model refinement, and insights that begin influencing strategic decisions. |
| Long-term impact | 12+ months | Continuous optimization and compounding ROI from large-scale big data programs and enterprise analytics initiatives. |
They mostly serve the following industries:
Simply put, BI looks at past performance, while big data analytics focuses on scale, complexity, and future insights.
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