SpecStream.ai
Ask for the list no one sells, in plain words. Get every match, ready to use in your sheet, CRM or agent, and new ones as they appear.
A startup from France, founded by Tarek Etman, Nataliia Stepanenko.
Ask for the list no one sells, in plain words. Get every match, ready to use in your sheet, CRM or agent, and new ones as they appear.
A startup from France, founded by Tarek Etman, Nataliia Stepanenko.
This page is designed to help you find out whether SpecStream.ai is good and if it is the right choice for you.
SpecStream is the live web data engine for teams and agents.
Ask for the list no one sells, in your own words: every roofer in Columbus rated 4.5 or better with fewer than 20 reviews; every food bank in Texas, with its revenue; every critical vulnerability published this month, with its fix; every company that filed with the SEC to raise $5M or more this week. You get all of it, up to 10,000 results, including the small, local and new ones a database never held. SpecStream finds them where they live: government systems, registries, maps, directories, job boards, research indexes and each result's own website, down to PDFs and scans.
Every row is ready to act on. Open any one to see why it's there: a one-line reason and the page behind each fact. What it couldn't confirm sits apart, free. You see the price before anything runs and pay only for the matches: 10¢, 30¢ or $1 each. A search that finds nothing is free.
Save a request and new matches come to you on a schedule, with every change labeled. Send results to Google Sheets, Excel, Notion, Airtable, HubSpot, Salesforce or Slack. Your agent gets the same engine over MCP or the API. Start with $10 of work free, no card.
Listed in
Ask in your own words
Say it the way you'd say it to a colleague, in any language. The price shows before anything runs.
Complete lists, up to 10,000 results
Including the small, local, new and unlisted ones a database never held.
A reason and a source on every row
Open any row to see why it's there and the page behind each fact.
Bring your own list
Upload up to 20,000 rows and SpecStream fills only the empty cells, each with its source.
Kept current
Saved requests run on a schedule; new matches arrive and every change is labeled.
Sends to your tools
Google Sheets, Excel, Notion, Airtable, HubSpot, Salesforce, Slack and webhooks.
MCP server and API
A remote MCP server, REST API, Python and TypeScript SDKs and a command line.
Pay per match
10c, 30c or $1 a match. A search that finds nothing is free. $10 of work free to start.
SpecStream is the live web data engine for teams and agents. You ask for data in plain words and get structured rows read from the live web at the moment you ask: registries, maps, directories, job boards, filings and each result's own website, PDFs included. Every value links to the page it came from, a saved request stays current on a schedule, and you see the most it can cost before anything runs.
Databases hold what they collected months ago and miss small, local and new companies. AI assistants stop at a few rows and cite nothing. Scraper stacks break and bill per call. SpecStream reads the live web for the whole market, returns every row with its sources, keeps it current, and charges per matching row at a price you approve first: 10¢, 30¢ or $1 a row, and a run that finds nothing costs nothing.
Agencies and sales teams that sell to local and small businesses, government contractors and grant writers who watch for new notices, deal teams screening private companies, and developers whose AI agents need live web data with sources, through MCP or the API.
Teams that need a market list still pay a person to build it by hand, tab by tab, and it goes stale the week it's done. We built an engine that does that work on the live web, keeps the list current and shows where every value came from, so the same list works in a spreadsheet, a CRM or an AI agent. SpecStream SAS is a French company.
A Python engine on PostgreSQL that reads pages in real browsers, including PDFs and scans, with a typed AI decision and a reason behind each judgment. On top of it: a REST API with an OpenAPI spec, an MCP server for AI agents, SDKs for TypeScript and Python, and integrations for Google Sheets, Excel, HubSpot, Salesforce, Slack, Zapier, Make and n8n.
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