Research & Product

Personal context for the age of AI.

As AI becomes infrastructure, humans interact with apps and assistants across every domain of life. Each one knows a fragment. None carry a complete picture of the human behind the interaction.

Fintella Labs works on extracting that picture automatically, from the signals humans already produce, and keeping it current as life changes. The context belongs to the human. They decide who gets access to it and when.

We think every human should move through AI systems the way they move through the world: as a whole.

Research areas
01
Behavioral context for language models
How structured behavioral summaries affect LLM output quality. Format, depth, temporal freshness, and the difference between knowing facts about someone versus knowing how they currently operate.
Primary focus
02
Financial transactions as behavioral signal
Spending sequences as a measurement instrument for personality, values, and life phase. Temporal pattern analysis, burst-settle rhythms, anchor detection, phase transitions.
Primary focus
03
Semantic compression without information loss
Extracting maximum behavioral signal, transmitting minimum raw data. Abstraction layers that preserve meaning while minimizing exposure of raw transaction details.
Active
04
Behavioral compatibility and matching
Whether behavioral profiles derived from transaction data can predict compatibility in high-stakes pairings: hiring, founding teams, long-term relationships. Testing underway.
Testing
Try it yourself

See what your data reveals.

Safely connect your bank accounts to Fintella. Setup takes 60 seconds. No raw transaction data is transmitted, only compressed behavioral context that you own and control.

Open Playground →
Free. Read-only access. Delete anytime.
life_context ● live · updated daily
phase_nowpost-travel · routine restored next day
prioritieschild education · fitness · focused work
fitnesstreated as invariant · continues abroad · not contingent on location
sundayfarmers market + rotisserie · 35 of 49 weeks · functions as weekly reset
mobilityquarterly long-haul · SFO base · burst-settle · no recovery day
foodhigh/low mix · curated evenings + pure convenience · tracks schedule load
decisionsautomates recurring · manual on variable · convenience beats consistency
no raw transactions · behavioral meaning only · owned by human
Products
Playground
Live

See how your context profile forms and give any AI you use your real context. A live demo of everything we build.

Works with: ChatGPT, Claude, Gemini, Perplexity
Try it free →
Capsule
Private Beta

API and MCP-compatible connector that gives AI apps access to continuously updated human context, without touching raw data.

Use cases: AI chat apps, personal AI companions, smart assistants
Contact us →
Matching
Testing

Match by behavioral compatibility, not profiles. Find alignment based on how humans actually live, not what they claim.

Use cases: HR recruitment, dating platforms, cofounder matching
Contact us →