Automating Admin and Contract Work with AI
Five administrative jobs where the cost of missing one is much higher than the cost of doing it.
What ties these together
What links these is asymmetry. Doing them takes minutes; missing one costs real money — a renewal that auto-renewed, an angry customer routed to the wrong queue, an RFP answered from a near-match that promised something you cannot deliver. Agents are worth their keep here because they never forget to check, not because they do the checking better. Which is why every one of these keeps a human in the loop at the point where judgement actually applies.
Each one below is written the same way, because these are the three things that decide whether an agent is worth building: what starts it, what it does, and the case where it has to stop and ask a person.
email triage
Shared inboxes fail at the routing step, not the answering step.
What starts it: A message arrives in the shared inbox.
What the agent does: watches for that trigger inside Gmail, reads whatever arrived in whatever format it arrived in, and writes the result into Slack, Zendesk, Airtable against rules you approved.
What it escalates instead of deciding: Anything the routing rules do not clearly cover, plus anything that reads as urgent or unhappy. Mis-routing an angry customer is the failure that costs you the account.
status reporting
If the report is the same shape every week, writing it by hand is a choice.
What starts it: The reporting window closes — Friday afternoon, month end, whatever the cadence is.
What the agent does: watches for that trigger inside Google Sheets, reads whatever arrived in whatever format it arrived in, and writes the result into Slack, Airtable, Notion against rules you approved.
What it escalates instead of deciding: A metric that moved more than the threshold you set. The agent reports the number and flags the swing; it does not write the explanation.
renewal tracking
Auto-renewal is a revenue leak that only shows up on the card statement.
What starts it: A renewal or notice date crosses the window you set — usually 90, 60 and 30 days out.
What the agent does: watches for that trigger inside Airtable, reads whatever arrived in whatever format it arrived in, and writes the result into Google Drive, Slack, Bill.com against rules you approved.
What it escalates instead of deciding: A contract with an ambiguous notice period, or one where the renewal terms changed at last signature. Missing a notice window is the exact failure this exists to prevent.
contract review
First-pass review is checking the same clauses against the same positions every time.
What starts it: A counterparty sends a contract for signature.
What the agent does: watches for that trigger inside DocuSign, reads whatever arrived in whatever format it arrived in, and writes the result into Google Drive, Slack, Notion against rules you approved.
What it escalates instead of deciding: A clause that differs from your standard position, an indemnity, or an unusual termination term. The agent flags the delta and stops; it never accepts a variation.
RFP responses
Most of an RFP answer already exists in previous RFPs. Finding it is the work.
What starts it: An RFP lands in the shared inbox or is dropped into the Drive folder.
What the agent does: watches for that trigger inside Google Drive, reads whatever arrived in whatever format it arrived in, and writes the result into Notion, Google Docs, Slack against rules you approved.
What it escalates instead of deciding: Any question with no close match in previous responses, and anything touching pricing, liability or a security commitment. Drafting those from a near-match is how you promise something you cannot deliver.
What has to be true before any of this is built
- Someone can state the rules out loud. If two people handle the same case differently and both believe they are right, that has to be settled first. Teams routinely find this is the most valuable part of the project, and are irritated that it came from an automation vendor.
- The escalations have somewhere to go. A named person, a queue, a channel — not an inbox nobody owns. An agent with no route for “I am not sure” makes a confident wrong decision instead, quietly, and by the time anyone notices the trust is gone.
- You know roughly what it costs today. Hours per week, written down before anything is built. Without a baseline nobody can say afterwards whether it worked — and the one randomised trial in this area found people believed they were 20% faster while actually running 19% slower.