stratless

A stateless, deterministic, calibrated competitive-intelligence API. Give it a set of companies as clean text; get back the structure of their market — axes, clusters, direct and indirect rivals, and white space — as JSON your agent can act on.

What it is

• Stateless — it reads your set, returns the map, and forgets it. No corpus, no retention, nothing stored.
• Deterministic — the same set returns the same map, so two runs are diffable (temperature 0 throughout).
• Calibrated — every placement carries a confidence label whose score is its measured accuracy against expert-labeled maps.
• Downstream of any scraper — it takes clean text. Firecrawl, Jina, Exa, Tavily, Apify, Bright Data, ScrapingBee, or a plain fetch.

It describes the field — it never ranks companies, and never calls empty space an “opportunity.” There is no score, no verdict, no traffic/funding metrics. Their absence is the contract.

Start here

• Quickstart — get a key and your first map in five minutes.
• The analyze API — the full request and response reference.
• The classify schema — turn a scraped page into grounded JSON.
• MCP setup — use stratless from Claude or Cursor.
• Recipes — plug in your scraper of choice.

Free tier

50 companies a month, no card required. Sign in with GitHub to mint a key.