Putting the Intelligence in AI
WHAT WE'VE DONE
We designed and developed an AI platform that enables conversation at scale and surfaces real consensus from large-scale human input to enable Actionable Insights
Uncovering actionable insights from big data with custom built AI.
THE CHALLENGE
Most organisations want to understand what people really think — but traditional surveys, workshops, and interviews don’t scale.
They’re slow to run, expensive to analyse, and they often reduce nuanced views into shallow multiple-choice answers.
Waterfield came to us with a different challenge: capture thousands of authentic conversations — and turn them into meaningful, analysable insight.
Capturing large-scale qualitative insight
Capture open-ended input from large groups via guided conversation, not forms.
Preserving nuance at scale
Keep verbatim answers and semantic similarity so minority viewpoints and edge cases stay visible.
Identifying genuine consensus, not forced averages
Use clustering and density to see where responses align, where they diverge, and what themes dominate.
Making complex human perspectives explorable and transparent
Move from high-level patterns to individual answers, with insight that stays traceable to real responses.
THE SOLUTION
Organisations create a Consensus (a set of questions) and share a single link. Participants respond through an AI-led chat that can ask follow-up questions to capture more complete answers. We also integrated real-time voice (OpenAI Realtime) so responses can be spoken instead of typed.
Vectorisation at scale
Every response is embedded, vectorised, and stored for semantic analysis — working with meaning, not keywords.
Data science, not guesswork
We apply proven techniques (including k-means clustering) to identify dominant themes, outliers, and areas of consensus vs divergence.
Explore the consensus
Users explore responses by semantic density and inspect raw answers inside each cluster — moving from patterns to individual voices.
Traceable insight
Nothing is hidden behind abstract summaries. Insights remain traceable back to real human input.
THE RESULT
A production-ready AI platform that captures large-scale qualitative input, identifies consensus and divergence, and keeps every insight linked back to real responses.
AI Powered Strategy - a podcast with Aidan, Waterfield. - YouTube
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