AI-assisted company research can help build a discovery list from a defined market brief. Human review is still needed to check company identity, source quality, current activity and fit. The right comparison is the useful evidence your team can verify, not an assumed number of companies or minutes saved.
What manual research involves
A researcher looks for companies, checks their size, market and location, identifies relevant people and records supporting sources. Time varies with the brief and available evidence. An incomplete website, ambiguous company name or stale job advertisement may need further checking.
Where AI-assisted discovery helps
A clear brief can help organise searches and bring possible matches into one reviewable list. Check the supporting sources and distinguish observed facts from inferred fit. Discovery results are potential targets; they are not a verified exhaustive market or proof of hiring intent.
Where people add judgement
Recruiters contribute relationship context, role knowledge and a view of whether the evidence supports a useful conversation. Confirm important facts with current sources and record uncertainty. A discovery result does not prove that a decision-maker’s contact details are available or that outreach is permitted.
A practical review workflow
- Define the target market and what would exclude a company.
- Review the discovery list and open supporting sources.
- Check company identity, current activity and relevance.
- Approve any further paid research or contact lookup after checking its cost.
- Prepare relevant outreach only where the recipient and channel are appropriate.
For Kolvera setup, result review and expansion controls, see Deep Research. Current costs are in Credits and Plans. A research run has no guaranteed company count, completion time, accuracy percentage or commercial result.
Frequently asked questions
How accurate is AI-assisted research?
Accuracy depends on the brief, sources and interpretation. Inspect the evidence and record missing or conflicting facts rather than treating a generated description as verification.
Can it replace a business development researcher?
It can support discovery and organisation. Relationship work, judgement and final qualification remain responsibilities for your team.
How should an agency compare approaches?
Use the same real brief and compare verified useful companies, review time, paid actions and errors found. Report results from that exercise rather than adopting an unsupported universal speed multiplier.