SAPIENS 2.0 release
Next-generation model, trained on the widened source graph.
33% better than standard LLMs and other behavior foundation modelsRelease Notes
Product updates from the Vectorial AI team. Every capability shipped on the SAPIENS platform since day one, across three fronts: the behavior model itself, the simulation suite on top of it, and the data sources underneath.
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Behavior model
Jul 2026SAPIENS Lite release
Fast, lower-cost tier opening simulation to lighter-weight use cases.
Data sources
Jul 2026AI-moderated interviews for enrichment
AI-run interviews with real participants, feeding enriched signal back into the model.
Kentrix data partnership
Consumer intelligence partnership deepening India-market coverage.
Data partnership program
Formalized inbound data partnerships to compound the data moat.
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Data sources
Jun 2026Prolific integration
Real-human panels wired in to ground, benchmark and calibrate SAPIENS.
Simulation
Apr – Jun 2026Audience intelligence
Always-on segment insights layered on top of the simulation engine.
A/B testing simulation
Variant testing across segments, pick the winner before the traffic split.
Lovable simulation
Simulated user response on Lovable builds, before they reach real traffic.
Figma simulation
Simulation run directly on designs, where design already happens.
Landing page simulation
Conversion and messaging response predicted per audience segment.
PLG prototyping simulation
Product-led prototype testing, simulate how users react before you build.
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Simulation
Feb – Mar 2026Chat simulation
Simulated chat experiences: how users converse with a product, predicted.
Creative testing simulation
Ad and creative concept testing against simulated audience segments.
Tribe generation: audience segmentation
Populations self-organize into behavioral tribes, segmenting the audience automatically.
Behavior model
Jan 2026SAPIENS 1.0 release
Full production model: higher behavioral fidelity, larger source graph.
25% better than standard LLMs and other behavior foundation models -
Data sources
Oct – Nov 2025Data source: Twitter / X
Real-time social discourse added as a grounding source for personas.
Data sources: Quora + YouTube
Expanded the behavioral corpus with two high-signal public platforms.
Enterprise source integration
Customers' first-party data connected directly into the simulation loop.
Simulation
Dec 2025Product simulation
Predicted adoption and reaction testing for product concepts pre-launch.
User journey simulation
Step-by-step behavioral walkthroughs across the full customer journey.
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Simulation
Sep 2025Survey simulation
Synthetic survey fielding with response distributions in hours, not weeks.
Focus group simulation
Multi-persona qualitative sessions, moderated end-to-end by SAPIENS.
Data sources
Jul – Aug 2025Panel data sources: LinkedIn + Reddit
Professional and community discourse added as panel-sourcing platforms.
Deep Research Agent for finding user panels
Agentic research that assembles real user panels from across social media.
Behavior model
Aug 2025SAPIENS 0.1 release
First release of our proprietary human-behavior prediction model.