> SpecStream is the live web data engine for teams and agents. This is the Markdown copy of https://specstream.ai/for. Every page, with what SpecStream does and costs: https://specstream.ai/llms.txt

# Who SpecStream is for

SpecStream is the live web data engine for teams and agents. You say what you need in plain words, and it finds it on the live web and returns structured rows, each value linked to the page it came from, refreshed on a schedule if you want. Here is what that does for each kind of work.

For

What SpecStream does for you

[Everyday finds](https://specstream.ai/for/everyday.md)

Every venue, job, place or product that fits what you said, in one list.

[Agencies & freelancers](https://specstream.ai/for/agencies.md)

The businesses that need what you sell, judged by their own websites, with the owner's contact.

[Sales & business development](https://specstream.ai/for/sales-teams.md)

Accounts that fit, with the signal behind them, sent to your CRM without duplicates.

[Recruiters](https://specstream.ai/for/recruiters.md)

Companies hiring for the roles you place, and people found by the work they publish.

[Investors & analysts](https://specstream.ai/for/investors.md)

Deal flow and market maps from filings and company sites, every number sourced.

[Researchers & journalists](https://specstream.ai/for/researchers-and-journalists.md)

Papers, trials, filings, rules and reports in one table, every value cited.

[People building AI agents](https://specstream.ai/for/agent-builders.md)

Structured rows for your agent over MCP, A2A or REST, priced before they run.

[Enrichment](https://specstream.ai/for/enrichment.md)

The empty cells in your list filled from the live web, each with its source.

[Maps & connections](https://specstream.ai/for/maps-and-connections.md)

Any list on a map, and its records connected by what they share.

[CRM users](https://specstream.ai/for/crm.md)

New accounts and contacts in your CRM, matched to the ones you already have.

[Done for you](https://specstream.ai/for/done-for-you.md)

We write and run your recurring lists and deliver them into your tools.

Or start from one job: [Sales & agencies](https://specstream.ai/for/sales-leads.md), [Local businesses](https://specstream.ai/for/local-businesses.md), [Grants & tenders](https://specstream.ai/for/grants-and-tenders.md), [Investors & deal flow](https://specstream.ai/for/funding-and-new-executives.md), [Research](https://specstream.ai/for/research.md), [AI agents](https://specstream.ai/for/ai-agents.md), [Companies that use a tool](https://specstream.ai/for/companies-that-use-a-tool.md), [Nonprofits by cause](https://specstream.ai/for/nonprofits.md), [Creators](https://specstream.ai/for/creators.md), [New matches every week](https://specstream.ai/for/new-matches-weekly.md), [Map your spreadsheet](https://specstream.ai/for/map-your-spreadsheet.md).