08 · System architecture

Four layers, one deal flow.

A pragmatic stack: a TanStack Start front-end over a FastAPI gateway, with Postgres + PostGIS as the source of truth, Elasticsearch for discovery, and Python workers for the match intelligence.

Layered stack

Each layer has a single job.

Layer 1

Client · Next.js / TanStack Start

Feed

Profile Studio

Intent Search

Messaging & NDA

Layer 2

API · FastAPI + GraphQL gateway

Auth & RBAC

Opportunity svc

Match re-ranker

Lead API (B2B)

Layer 3

Data · Postgres + PostGIS + Elasticsearch

Personas & opps

Geospatial index

Full-text + vector

Verification graph

Layer 4

ML · Python workers

NLP NAICS tagger

Intent embeddings

Bidirectional scorer

Outcome learner

See pricing Read the FAQ