01 How it works
From one sentence to a draft you approve.
One sentence becomes a reviewed plan. Big Fish reads, checks and scores. You make every decision that matters.
Your words
AI companies in Europe that are hiring evaluation engineers
Say who you want to reach, in one sentence.
02 Why Big Fish
Claims are cheap. Evidence isn’t.
Most prospecting tools guess, then write the guess down as fact. Big Fish only keeps what it can show you on the page.
“We are growing our evaluation team and hiring six ML engineers.”
1
Every claim keeps its source
A signal is stored with the exact sentence, the page it came from and when it was read. If the quote isn’t on the page, the signal is discarded.
2
Uncertainty is labelled
Weak, stale and disputed evidence is marked. When sources disagree, the fact stays out of outreach until you decide.
3
Scores show their working
Fit is split into criteria you can read and reweight. Missing data is listed as missing, never guessed.
03 Account intelligence
Every account, with its working shown.
Each company arrives with its evidence, the page every quote came from, a fit score you can read, and one recommended next step.
Northwind Labs
northwind.example · Amsterdam · AI agents
Evidence · 3 verified
northwind.example/careers · read today
Careers at Northwind
We build tools that let enterprise teams ship AI agents safely.
We are growing our evaluation team and hiring six ML engineers.
Our offices are in Amsterdam and Berlin.
This spring we launched an agent SDK for enterprise teams.
Benefits include learning budgets and flexible hours.
We publish our evaluation benchmarks every quarter.
Strong fit
Service, industry and timing match
Still unknown
Who owns the evaluation budget
Next step
Offer evaluation capacity while they hire. Draft ready for review.


04 Approval-first outreach
Approval is not sending.
Big Fish drafts. You edit and approve. Sending is a separate step that needs your own mailbox and your confirmation of the exact message, and it is off by default.
- Draft
- Approved
- Sent
Draft for Northwind Labs · example
Six ML hires, one evaluation backlog
Edit freely. Nothing leaves Big Fish while it is a draft.
05 Integrations
Built on public sources and free tiers.
Big Fish runs these services for you on the platform. You don’t bring API keys; you only connect your own mailbox, if you want to send.
Research
Where facts come from. Free and public.
- Company websites
- Greenhouse, Lever and Ashby job boards
- GitHub and arXiv
- Tavily web search, for finding new companies
AI analysis
Reads the stored pages and writes drafts. Always labelled as AI.
- Google Gemini, free tier, by default
- Anthropic Claude, optional and off unless enabled
Communication
Only if you want to send approved emails yourself.
- Gmail, your own mailbox
- Google Calendar, read-only
- LinkedIn messages are copied, never automated
Big Fish uses these services through their public APIs. Listing them doesn’t mean a partnership or endorsement. What is available depends on how the platform is configured, and a service is shown as connected only after a live test passes.
Start with one sentence.
Describe the companies you want to reach. Review the plan, see what Big Fish finds, and why.
