Qualitate is setting a higher bar for technology market research
Our mission is to provide the technology community with the most actionable benchmarking research in the world.
Our 2025 Data Management, Analytics, and AI/ML Survey is now LIVE. We are extending invitations to select data and analytics experts to participate. Use the link in your email to participate.
The goal of this survey is to capture the multitude of factors influencing spend across dozens of data management, analytics, and AI/ML markets. Your insights will be anonymized to create robust research.
As a participant, you will receive a $150.00 gift card upon completion.
You will also receive a comprehensive findings report that offers a level of insights and texture into the data and analytics landscape unavailable in today’s market.
Ditch the old-school surveys and phone calls. Our surveys leverage the latest technology, cutting down on participation time and allowing you to participate on your own terms.
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Best-in-class compensation on a per-minute basis. In your inbox in 72 hours.
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Most participants finish in 25-30 minutes. If you don’t finish in 30 minutes, we’ll up your gift card amount by $25.
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No more scheduling calls. Take it on a weekday or weekend, from your office or your home.
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Multiple choice & audio responses simplify the survey and allow us to produce the best benchmarking research in the world.
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No more calls with 5 analysts grilling you. A friendly AI co-pilot guides you through our questions and your responses. It’s simple. Hear from our members below.
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Upon completion, you’ll receive a link with real-time anonymized results. See what your peers are doing, immediately.
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No more waiting 3-6 months for a watered-down findings report. We use AI and a world-class research team to put together insights at lightning speed - insights in your inbox in weeks, not months.
*Audio responses are anonymized, transcribed into text, and then deleted. Your audio will never be stored.
Testimonials from our members. We believe in generously compensating our participants and providing an excellent customer experience.
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Head of Data Analytics, Financial Services
“The reward amount of $150.00 is quite generous. In my experience, the online surveys from GLG and the likes are usually between $35.00 and $60.00, take 25 mins, and some take much more time than they ‘estimate’, particularly those with qualitative questions. So, the reward is more generous on a per-minute basis. Also, multiple choice and voice are way easier than typing a short essay style answer.”
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Head of IT Infrastructure, Real Estate Investment Trust
“It's the first time I have seen a survey utilizing an AI engine. It definitely helps in getting clear answers and makes surveys more efficient.”
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Director Enterprise Architecture & Strategy, Aviation & Aerospace
“I was very impressed with the AI moderation and the ability to understand what was said - and to ask valid follow up questions.”
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CIO, Food & Beverage Services
“The survey design is very innovative and shows a lot of potential to get better survey information.”
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CIO, Hospitals and Healthcare
“The design was good and the length / number of questions was great. The AI moderation was good and ensured rich insights. Overall, very positive [experience] with the survey and the format.”
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CISO, Financial Services
“I think the AI did a fabulous job of keeping the narrative grounded and circling back to the main issues and questions at hand. I was able to tell the little nuances during the session and how it chose to curate its content based on my responses.”
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Lead Data Architect, Financial Services
“The AI was able to highlight the part of my response which wasn’t fully articulated, very similar to if I was sitting in front of a human (who didn’t know me) and just heard my initial response.”
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CIO and CISO, Legal Services
“I found the survey design, with the incorporation of AI moderation, absolutely amazing. It made the whole process more streamlined, seamless, and accurate.”
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CIO, Education
“I found the survey design very interesting, especially your use of the AI agent to perform follow-up questions. The use of contextualizing my response to probe further into the question was unique. Having participated in many surveys over the years, I prefer this new format over a generic, multiple choice or text-based instrument.”
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Senior Technology Director, Financial Services
“The generative AI moderation was impressive. It had no problem with my accent and did not make a single error in understanding my replies and coming back with relevant follow up questions.”
Our questions are simple.
Our world-class research team and AI tools do the heavy lifting, so you don’t have to.
Our survey asks about which data management, analytics, and AI & ML frameworks you’re prioritizing in the next 12 months, the factors influencing those decisions, and the technologies you’re using. That’s it. Your insights will be anonymized to create robust research.
Sagar Kadakia is the Founder & CEO of Qualitate. Qualitate serves the technology community — our mission is to provide members with the best benchmarking research in the world.
Sagar is an accomplished SME and leader, with a proven track record of creating and scaling research businesses (Enterprise Technology Research, 7Park Data, and CB Insights). For 15 years, he has created actionable insights for technology leaders by understanding the challenges these personas care most about and finding innovative ways to solve them. He leads his companies and teams with vision and authenticity. Sagar’s strategic foresight and dedication to excellence have consistently propelled organizations he supports to new heights.
Connect with Sagar Kadakia on LinkedIn.
