AI market research
- A hard-to-fill role needed candidates, and the firm had likely met good ones before.
- I searched years of archived postings and public profiles with Claude.
75 applicantsfound again, 25 with earlier interview feedback
Under 1 hourfor research that took 2 to 3 days by hand
47 profilesin a market map across 4 cities
Key decisions
Set the rules before the first search
Read only, no AI judgement of people, no contact details.
Handed over plain spreadsheets
The team built a candidate pipeline from them the next day.
Every step (7)→
- Had we already met good people for this role?
- People are wary of AI in hiring
- Set the rules before the first search
- Walked the team through the results
- Handed over plain spreadsheets
- The same rules applied again
- 75 past applicants found again