Research
Someone pulls the same background on a person, company, or account before every call.
An AI agent for one recurring job: research, follow-up, inbox triage, support drafts, or reporting. It works with approved context and approved tools, inside clear boundaries. It drafts and prepares; a person approves anything that leaves the building.
Best for one job with a clear owner and a repeatable shape, not a whole department.
Candidate summary · M. Okafor · Senior project manager
→ min
An agent is scoped to a single recurring job, not a general assistant.
It reads only the records, files, and history that job needs—the CRM, the inbox, the call notes, the CV—not everything the business has stored.
It searches, drafts, and updates records through the specific accounts and actions it has been given, and nothing else.
It knows what counts as done, what needs a second look, and when to stop and hand off.
It does not send external messages, move money, or touch systems outside its scope without a person approving the step first.
These are signs a single agent is worth scoping, not proof it is the right build.
Someone pulls the same background on a person, company, or account before every call.
Good leads or open threads go quiet because nobody has time to write the next message.
An inbox needs sorting and routing before anyone can do the actual work.
A fictional company, built from hours and a loaded cost. Not a client result.
Harlow & Voss Recruiting has 35 staff and two recruiters who each lose about 6 hours a week preparing candidate summaries and first-contact drafts from CVs, call notes, and the ATS.
At a loaded cost of about $50 an hour, that is 12 hours a week, or roughly $31,000 a year, spent on prep work before a recruiter has written a single sentence to a candidate. An agent reads the CV, call notes, and ATS history, then drafts the summary and the first message. A recruiter reviews and sends. The recruiters' time shifts from assembling information to judging candidates and talking to people.
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