AI-powered user testing
Use machine learning to analyze user behavior patterns, identify friction points, and predict usability issues before they impact your product launch.
Product teams making design decisions based on assumptions rather than evidence are building friction into every user flow. Enterprise buyers evaluating your product are encountering those friction points in real time. Investors assessing your team's execution quality are reading your research discipline through your product experience. We combine AI-driven analysis with structured human-centered research to give your product team the specific, evidence-based insights that close the gap between how you think users behave and how they actually do.
Comprehensive research solutions powered by artificial intelligence to accelerate product validation and user understanding.
Use machine learning to analyze user behavior patterns, identify friction points, and predict usability issues before they impact your product launch.
Use advanced AI algorithms to forecast user needs, segment audiences intelligently, and uncover hidden opportunities in behavioral data.
Process thousands of user feedback points instantly with natural language processing to extract meaningful insights and emotional patterns.
Create data-driven user journey maps enhanced by AI pattern recognition, revealing critical touchpoints and optimization opportunities.
Validate design concepts with AI-accelerated testing protocols that deliver statistically significant results in days, not weeks.
Establish always-on research systems that continuously monitor user behavior, detect emerging patterns, and alert you to critical shifts.
Our AI-driven UX research methodology combines the speed of automation with the depth of human expertise. We deploy proprietary machine learning models to analyze user behavior at scale, while our experienced researchers interpret findings through a strategic lens. This hybrid approach delivers actionable insights that de-risk product decisions, validate market assumptions, and accelerate your path from concept to launch, helping innovative companies build products users actually want.
See how tech companies have accelerated product development with our AI-powered research insights.
"The extremely high quality of outputs with fast turn around times and availability of team at short notice has been perfect for our requirements"
"They very quickly understood the kind of messaging that was important to us and how to translate that into a compelling visual experience. I can't recommend them enough!"
"The team at What if Design was nimble, thoughtful and flexible. Their design process forced us to reflect and rethink our corporate strategy. They brought the company messaging to the forefront and accurately translated our vision to creatively visualize our deeply scientific work."
"What If’s team did a great job learning our technology on a razor-tight deadline. They helped transform our complex interconnection process into clear, resonant visuals and messaging for both technical and non-technical audiences."
"What if Design's leadership on our brand redesign was a dream. Their team worked as an extension of our mission, embodied our values, and then expanded upon our vision with ease. Our static, version 101 website was transformed into a full brand identity - professional, creative, and human."
"Before What If, we were relying on developers for design work — it was slow and clunky. From day one, the What If team understood exactly what we were building and came with proactive ideas to improve the user flow and features, not just execute on a brief. The ease..."
"They spoke our language from day one, delivered on every commitment, and never missed a deadline. Web traffic quintupled in our first week after launch, but more than the numbers, we went from a website we wanted to hide to one we're genuinely proud to show every new stakeholder. What..."
"Working with What If Design felt like a true collaboration — flexible, responsive, and always ready to meet us where we were. Even with our ideas that weren't fully formed, they delivered a strong brand and pitch deck to show up confidently with investors and partners. That kind of adaptability..."
"I’ve worked with a lot of agencies over the years: brand, web, comms, you name it. Every project has its own vibe, its own momentum (or lack thereof), and its own set of hurdles.But it’s rare to find a team that just gets it... the tech, the market, the nuance...while..."
"Working with the What if Design team has been an exceptional experience. Their attention to detail and creativity exceeded our expectations. Their expert guidance was comprehensive through every aspect of the project, from aesthetics to crafting compelling copy. Their efficiency and professionalism were evident in every interaction and team's kind..."
"As a team of one, I needed partners who could match our pace. What If delivered on that completely. The speed of turnaround, the quick review cycles, the ability to iterate in near real time — that's what made the difference. Highly recommended if you're looking to move fast and..."
"The extremely high quality of outputs with fast turn around times and availability of team at short notice has been perfect for our requirements"
"The old website confused people about what we actually do, but post-launch, that sort of negative feedback has completely stopped. We received a lot of positive feedback on the professionalism and the design. Our previous contact page received maybe one or two hits per week, if that. After the launch..."
"We went from people saying "I have no idea what you're doing" to immediately feeling credible and put together. What If took what was in our heads and made it real, even when we couldn't fully articulate it ourselves."
"We knew it was time to reset, sharpen our focus, and build a foundation for the next stage of growth. The new website was a big part of that. What If understood the vision, spoke our design language, and actually delivered. Anyone working with them should know it's a great..."
"The extremely high quality of outputs with fast turn around times and availability of team at short notice has been perfect for our requirements"
"They very quickly understood the kind of messaging that was important to us and how to translate that into a compelling visual experience. I can't recommend them enough!"
"The team at What if Design was nimble, thoughtful and flexible. Their design process forced us to reflect and rethink our corporate strategy. They brought the company messaging to the forefront and accurately translated our vision to creatively visualize our deeply scientific work."
"What If’s team did a great job learning our technology on a razor-tight deadline. They helped transform our complex interconnection process into clear, resonant visuals and messaging for both technical and non-technical audiences."
"What if Design's leadership on our brand redesign was a dream. Their team worked as an extension of our mission, embodied our values, and then expanded upon our vision with ease. Our static, version 101 website was transformed into a full brand identity - professional, creative, and human."
"Before What If, we were relying on developers for design work — it was slow and clunky. From day one, the What If team understood exactly what we were building and came with proactive ideas to improve the user flow and features, not just execute on a brief. The ease..."
"They spoke our language from day one, delivered on every commitment, and never missed a deadline. Web traffic quintupled in our first week after launch, but more than the numbers, we went from a website we wanted to hide to one we're genuinely proud to show every new stakeholder. What..."
"Working with What If Design felt like a true collaboration — flexible, responsive, and always ready to meet us where we were. Even with our ideas that weren't fully formed, they delivered a strong brand and pitch deck to show up confidently with investors and partners. That kind of adaptability..."
"I’ve worked with a lot of agencies over the years: brand, web, comms, you name it. Every project has its own vibe, its own momentum (or lack thereof), and its own set of hurdles.But it’s rare to find a team that just gets it... the tech, the market, the nuance...while..."
"Working with the What if Design team has been an exceptional experience. Their attention to detail and creativity exceeded our expectations. Their expert guidance was comprehensive through every aspect of the project, from aesthetics to crafting compelling copy. Their efficiency and professionalism were evident in every interaction and team's kind..."
"As a team of one, I needed partners who could match our pace. What If delivered on that completely. The speed of turnaround, the quick review cycles, the ability to iterate in near real time — that's what made the difference. Highly recommended if you're looking to move fast and..."
"The extremely high quality of outputs with fast turn around times and availability of team at short notice has been perfect for our requirements"
"The old website confused people about what we actually do, but post-launch, that sort of negative feedback has completely stopped. We received a lot of positive feedback on the professionalism and the design. Our previous contact page received maybe one or two hits per week, if that. After the launch..."
"We went from people saying "I have no idea what you're doing" to immediately feeling credible and put together. What If took what was in our heads and made it real, even when we couldn't fully articulate it ourselves."
"We knew it was time to reset, sharpen our focus, and build a foundation for the next stage of growth. The new website was a big part of that. What If understood the vision, spoke our design language, and actually delivered. Anyone working with them should know it's a great..."
"The extremely high quality of outputs with fast turn around times and availability of team at short notice has been perfect for our requirements"
"They very quickly understood the kind of messaging that was important to us and how to translate that into a compelling visual experience. I can't recommend them enough!"
"The team at What if Design was nimble, thoughtful and flexible. Their design process forced us to reflect and rethink our corporate strategy. They brought the company messaging to the forefront and accurately translated our vision to creatively visualize our deeply scientific work."
"What If’s team did a great job learning our technology on a razor-tight deadline. They helped transform our complex interconnection process into clear, resonant visuals and messaging for both technical and non-technical audiences."
"What if Design's leadership on our brand redesign was a dream. Their team worked as an extension of our mission, embodied our values, and then expanded upon our vision with ease. Our static, version 101 website was transformed into a full brand identity - professional, creative, and human."
"Before What If, we were relying on developers for design work — it was slow and clunky. From day one, the What If team understood exactly what we were building and came with proactive ideas to improve the user flow and features, not just execute on a brief. The ease..."
"They spoke our language from day one, delivered on every commitment, and never missed a deadline. Web traffic quintupled in our first week after launch, but more than the numbers, we went from a website we wanted to hide to one we're genuinely proud to show every new stakeholder. What..."
"Working with What If Design felt like a true collaboration — flexible, responsive, and always ready to meet us where we were. Even with our ideas that weren't fully formed, they delivered a strong brand and pitch deck to show up confidently with investors and partners. That kind of adaptability..."
"I’ve worked with a lot of agencies over the years: brand, web, comms, you name it. Every project has its own vibe, its own momentum (or lack thereof), and its own set of hurdles.But it’s rare to find a team that just gets it... the tech, the market, the nuance...while..."
"Working with the What if Design team has been an exceptional experience. Their attention to detail and creativity exceeded our expectations. Their expert guidance was comprehensive through every aspect of the project, from aesthetics to crafting compelling copy. Their efficiency and professionalism were evident in every interaction and team's kind..."
"As a team of one, I needed partners who could match our pace. What If delivered on that completely. The speed of turnaround, the quick review cycles, the ability to iterate in near real time — that's what made the difference. Highly recommended if you're looking to move fast and..."
"The extremely high quality of outputs with fast turn around times and availability of team at short notice has been perfect for our requirements"
"The old website confused people about what we actually do, but post-launch, that sort of negative feedback has completely stopped. We received a lot of positive feedback on the professionalism and the design. Our previous contact page received maybe one or two hits per week, if that. After the launch..."
"We went from people saying "I have no idea what you're doing" to immediately feeling credible and put together. What If took what was in our heads and made it real, even when we couldn't fully articulate it ourselves."
"We knew it was time to reset, sharpen our focus, and build a foundation for the next stage of growth. The new website was a big part of that. What If understood the vision, spoke our design language, and actually delivered. Anyone working with them should know it's a great..."
We combine AI capabilities with deep human expertise to deliver research that drives real business outcomes.
Proprietary machine learning models trained on millions of user interactions across diverse product categories.
Deliver research findings for rapid sprints or comprehensive programs, significantly faster than traditional research methods.
Remote-first collaboration with hubs in innovation centers (San Francisco and Bangalore), ensuring global perspective and local understanding.
Access senior-level research expertise without the overhead of building an in-house research team.
Research experts who combine AI innovation with human insight.
Akhila is the co-founder and lead strategist at What if Design. She helps climate tech companies turn complex science into brands and websites that close funding and partnerships. She has worked with teams backed by the US Department of Energy, ARPA-E, leading climate VCs across carbon capture, grid interconnection, and green hydrogen, contributing to over $105M raised. Founders trust her because she learns the science and market before designing, and translates what they build visually for effective communication.
Tejas is the co-founder and product UX lead at What if Design. He leads product and UX for software companies, designing for adoption, retention, and the metrics that drive growth. His work spans battery management systems, fleet platforms, and ESG tools, plus enterprise software for the Ministry of Health of Saudi Arabia. Founders trust him because he treats every screen as a business decision, not just a design problem.
AI-driven UX research combines machine learning algorithms with traditional research methods to analyze user behavior at scale and speed. While traditional research relies heavily on manual analysis of smaller sample sizes, our AI tools can process thousands of user interactions simultaneously, identifying patterns and insights that would take weeks to uncover manually. However, we maintain human oversight to ensure strategic interpretation and contextual understanding of the data.
Schedule a consultation with our research experts to discuss your specific UX challenges and research needs.
Share your research objectives and we'll put together a customized research plan and timeline.
You can also send us a quick email at team@whatifdesign.in.
You can also send us a quick email at team@whatifdesign.in.
