Varun Vemulapalli

Day 97 of 100 · Phase 12: AI at work and what's next

Agents at work: real use cases in banking, insurance and healthcare

2 min readBy Varun Vemulapalli

Most AI agent demos book a flight. The agents going to work in banks, insurers and hospitals do something duller, and more useful.

They gather the paperwork, check it against the rules, and hand a person a case that's ready to decide.

Video explainer · 1:54
Key takeaway

Agents at work do the legwork around a decision (gather, check, draft, log) while a person keeps the decision.

Day 97 visual: Agents at work: real use cases in banking, insurance and healthcare
The visual from the original post.

The concept

In regulated industries, a useful agent rarely makes the final call. It does the legwork around a decision:

  • Read: the request or form that starts the work.
  • Gather: pull records it is allowed to read (tools, Day 37).
  • Check: compare against written policy or criteria (RAG, Day 31).
  • Draft: a summary, letter or next step, citing sources.
  • Hand off: a person approves, edits or rejects (Day 44).
  • Log: every step recorded for audit.

Same shape as MeetingMate (Days 86–96).

Walkthrough: a prior authorization packet

Prior authorization: a health plan's approval needed before some treatments or scans are covered. Clinic staff often assemble these requests by hand.

One knee MRI request, illustrative:
1. Trigger: a doctor orders the MRI; the agent sees this plan requires prior authorization.
2. Gather: it pulls visit notes, the X-ray result and therapy history, read-only.
3. Check: it compares them with the plan's published criteria, e.g. "6 weeks of physical therapy first".
4. Gap: the notes show 4 weeks, not 6. The agent doesn't guess; it flags the gap to staff.
5. Draft: once complete, it fills the form and a short justification citing each note.
6. Human: a nurse reviews and submits. The agent never submits on its own.
7. Log: what it read, drafted, and who approved.

The value is time and completeness. Accountability stays with people.

Where you see it at work

Banking

  • Card disputes: gather the transaction, merchant and customer statement into one case file.
  • KYC refresh (know your customer): find expired documents and draft the request to the client.
  • Fraud alerts: summarize why an alert fired, so the investigator starts faster.

Insurance

  • Underwriting intake: extract a broker's submission, flag missing items, route it.
  • Policy servicing: draft answers grounded in the actual policy wording.

Healthcare

  • Clinical notes: draft a visit note from a consented recording; the clinician edits and signs.
  • Referrals: route to the right specialty, flag urgent ones for a person.

Across all three: read-only first, narrow tools, cited sources, a human approving anything that moves money, coverage or care.

Your action today: map one process at work to the six steps. Where exactly does the human checkpoint go?

In one sentence

Agents at work do the legwork around a decision (gather, check, draft, log) while a person keeps the decision.

Which process in your industry would you hand to an agent first, and where would the human stay? 👇