use case library
If the process
is known, an agent can probably run it
FAQ and help content that updates itself
The help centre was accurate when it was written, and nobody finds out otherwise until a customer says so. This is how an agent starts from the questions people actually asked, compares the published answer against your own records, and publishes nothing itself.
Voice-of-customer synthesis from tickets and calls
Everybody half knows what customers keep saying, and nobody has written it down. This is how an agent groups the records you authorize into your own themes, keeps every theme traceable, and asserts no outcome.
Renewal and churn-risk monitoring
The renewal that surprised you was visible for months in records you already had, and looking was nobody’s scheduled job. This is how an agent watches your own written signals against your own written thresholds, and decides nothing.
Customer onboarding coordination
The onboarding plan lives in a document and stops being followed once the work starts. This is how an agent holds the plan with an owner on every step, drafts the chase for a person to send, and commits nothing on a customer’s behalf.
Support ticket triage and routing
A ticket sits because nobody has decided what kind of thing it is, and the person who could answer it does not know it is waiting. This is how an agent triages, routes and drafts, while every send and every ticket write stays with a person.
Turning webinars and calls into a content library
The best answer anybody gave sits deep inside a recording nobody opens, and what stops it being used is rights rather than retrieval. This is how an agent inventories what you own, drafts with the quotation and its origin shown together, and withholds what it cannot establish.
Social and channel data unified into one report
Three exports, three numbers that claim to be the same thing, and a reconciliation that lives in one person’s spreadsheet. This is how an agent records the mapping onto your own definitions, names what must not be summed across channels, and states a late period as late.
SEO and AI-visibility monitoring for your brand
Nobody has written down which questions matter or which page is supposed to answer each one. This is how an agent holds that list, reads your own pages against it, and reports what changed, while guaranteeing no ranking, no citation and no appearance in an AI answer.
Competitive monitoring without the tab farm
The watch is real work nobody has written down, and it lives in one person’s browser. This is how an agent holds the list, the cadence and the categories, reports what changed against the last check with its source, and says when a source could not be reached.
Lead scoring beyond gut feel
The criteria for a good lead exist, and they live in somebody’s head. This is how an agent scores from criteria you wrote down, shows the inputs behind every number, and names the record your criteria cannot score instead of scoring it low.
Content production pipelines that ship on schedule
A piece slips because its stage, its owner and the claim that still needs a source are written down nowhere anyone can look. This is how an agent holds all three, drafts with each claim’s source shown, and stops at a named reviewer, with publishing staying a person’s.
The governed research brief
The answer came back confident and you cannot check it. This is the pattern for a research brief whose statements trace to sources and whose last step names what the evidence does not support.
Knowledge base maintenance that doesn’t rot
An article goes stale because it has no owner and no date by which anyone was going to look at it again. This is how an agent holds both, watches the sources, and publishes nothing itself.
Onboarding paperwork and checklist coordination
The checklist exists and so does the policy behind it, but both live in somebody’s memory of the last joiner. This is how an agent runs them as written and determines nothing about employment.
Status meetings replaced by status agents
The standing call exists because nobody trusts the record enough to skip it. This is how an agent assembles the status and each accountable owner validates their own section, with which meetings stay left to you.
Meeting scheduling and calendar coordination
Every scheduling thread re-derives the same rules about your time by hand. This is how an agent holds those rules in one place, proposes against them, and writes to no calendar at all.
Internal request routing and triage
A request from a person arrives in whichever channel was nearest and missing the one field anyone needed. This is how an agent classifies, completes and routes it, and fulfils nothing.
Contract deadline and renewal tracking
The notice window sits inside a document that was filed correctly, and nobody reads it again until it has closed. This is how an agent holds the dates and the owners while the decision stays yours.
Sales follow-up that keeps the thread
Threads go quiet while everyone assumes somebody else has it. This is how an agent keeps a ledger of what is open, flags the thread that has gone quiet against the interval you set, and hands a person the context and a draft.
Deal desk approval routing
The exception is the part of a deal that actually needs a decision, and it usually gets made in a chat thread. This is how an agent assembles the request against your policy and keeps it visible, while the approval stays a person’s every time.
Forecast assembly your CFO will trust
A forecast submission is a set of figures plus the working behind them, and the working is what goes missing. This is how an agent assembles the pack from your records and your method while the judgement and the committed number stay a person’s.
Follow-up sequencing that adapts to replies
Your follow-up rules exist, in somebody’s head, so what happens after a reply depends on who read it. This is how an agent classifies the reply against written categories and prepares the next step, with the send left to a person every time.
Security questionnaire automation
The questionnaire arrives mid-deal and the answers get rebuilt from the last submission. This is how an agent drafts them from your own maintained library and marks what it cannot support, with a person verifying every answer before anything goes back.
Meeting prep briefs before every sales call
The call is on the calendar and the context is spread across a record, a thread and a meeting nobody wrote up. This is how an agent assembles one brief per call from what you already hold, while the conversation stays a person’s.
Pipeline reporting without the Friday spreadsheet
The weekly pipeline view gets rebuilt by hand from records that disagree with each other. This is how an agent assembles it from those records, names the disagreements instead of smoothing them, and stops before the commentary and the release.
Proposal and quote assembly from your templates
The proposal that goes out is usually the last one with the names changed. This is how an agent assembles it from your current template and your own record, shows where every value came from, and leaves the price, the terms and the send to a person.
Recurring reports that spawn themselves
Every recurring report is rebuilt as if it were new, by whoever remembers it is due. This is how an agent instantiates each cycle from a definition written once, with sign-off by the owner before anything is distributed or used.
Vendor negotiation prep and coordination
The negotiation is lost before the meeting, in the scramble to find the contract and in the stakeholder nobody asked. This is how an agent prepares and coordinates the internal side while the negotiation and every vendor contact stay a person’s.
The agent-run operations back office
The workflows each prove one process; the function is what happens when they run together under one set of roles and one gate structure. This page describes that pattern, names who holds each gate, and labels it as a pattern rather than a delivered department.
Scheduling and dispatch coordination
The schedule is rebuilt each morning from the same inputs by the same person, and every change after work starts is a phone call. This is how an agent proposes and records while the dispatch decision and every field contact stay the dispatcher’s.
Job and project status reporting, continuously
The status report is a reconstruction of things the job records already know, done by the person least able to spare the time. This is how an agent assembles it on a cadence while the commentary and every plan decision stay the owner’s.
Supplier scorecards unified across systems
Every system holds one piece of how a supplier is doing, and the scorecard exists only in the meeting where someone argues from memory. This is how an agent assembles it on a cadence while every supplier action and contact stays a person’s.
Inventory monitoring and reorder triggers
The threshold is written down and the level is recorded, and nobody compares them until something runs out. This is how an agent runs the comparison on a cadence and stops at a routed recommendation, with the order and every stock write left to a person.
Purchase approval workflows that don’t stall
An approval stalls in the gap between the request and the decision, where nobody owns the chase. This is how an agent assembles, routes and tracks each request while the approval, the order and the payment stay a person’s.
Exception detection and routing across your ops stack
The exception already exists in one of your systems; nobody is watching the seam between them, so it is found by the person it hurts. This is how an agent detects, classifies and routes while the correction in any system stays a person’s.
When the system notices your busywork before you do
The work that eats your time is rarely on any list, because nobody decided to do it. A governed work record can show the pattern. What the system does with it is propose, and a named person decides.
Proactive drafting from email & tickets: the work order you didn’t create
Work arrives as messages. The useful pattern is an agent that reads a named intake source and drafts a work order that is inert until a person promotes it: no reply, no dispatch, no owner.
Plans vs routines: projects & recurring processes, governed differently
You govern a migration and a monthly billing run with the same approval habit. One will be done and the other never will. Plans and routines are two shapes of governed work, and the shape decides the oversight.
When NOT to automate: workflows that should stay human
A process resists a handoff for one of two reasons: it is not ready, which preparation fixes, or it should not move, which is a property of the work. Sorting the two is the job.
What an agent-run department actually looks like
The phrase covers everything from one chatbot to an org chart with no people. The shape is several agents on one function, a management layer holding the record, and named people holding the gates and the exceptions.
Shadow mode: how agents earn autonomy
An agent earns autonomy one gate at a time, on a human decision made against a shadow record. The record proves less than it seems to, and knowing its limits is the point.
Approval gates: how to keep humans in the loop without slowing down
A gate is a named person’s sign-off at a specific step. Place it on the step that is expensive to reverse, run everything before it unattended, and state what it costs.
Turning a job posting into an AI Employee spec
A posting for a role that is mostly process already describes a system. The method sorts its lines into known-process work and judgement work, and turns the process lines into specified, gated workflows.
The compliance coordinator as an AI Employee
Compliance coordination is a calendar, an evidence trail and a policy watch that only work if they are kept together. This is how an agent keeps them together while the accountable person keeps every signature.
The executive assistant layer as an AI Employee
The assistant’s job is context rather than typing. This is how an agent holds the schedule, the prep and the follow-through for one executive while every commitment made in their name stays with them.
The marketing ops manager as an AI Employee
Marketing ops is the job of keeping the definitions, the calendar and the numbers in agreement while campaigns change under them. This is how an agent holds that agreement while the marketing lead decides what spends and what publishes.
The sales ops coordinator as an AI Employee
Records, reports and proposals share one dependency, the record. This is how an agent holds the coordinator’s seat between them while the revenue owner keeps every decision that reaches a customer.
The AR clerk as an AI Employee
Follow-up, payment tracking and the receivables report are one role on paper and three interruptions in practice. This is how an agent holds the seam between them while a person decides what leaves the business.
What makes a workflow ready for an agent (the readiness checklist)
Most processes fail an agent handoff for the same few reasons. Here is the checklist to run before you pick a first workflow.
Document intake, extraction, and filing
Filing looks like the cheap part of the work until you need something back. Deciding what a document is, and what it changes, is the part that can be written down, inspected and gated.
Vendor onboarding without the email ping-pong
Onboarding stalls in the gaps between requests rather than inside any one step. This is how an agent owns the chase and the status while a person owns the approval.
Campaign reporting that assembles itself
The monthly report is the same joins rebuilt every cycle. Move the assembly into a continuous job and the meeting changes from reconciling numbers to deciding what to do about them.
Lead qualification and routing in minutes
Routing fails at the handoff more often than at the scoring. This is how an agent qualifies against written criteria, delivers context with the lead, and gates what it cannot decide.
Keeping CRM data clean without nagging reps
Hygiene fails because it is a tax charged to the person least willing to pay it. This is how an agent maintains the record from activity your team has already generated.
Invoice intake and exception triage
Handling only the clean invoices moves the pile rather than clearing it. This is how an agent runs intake, coding and matching, and what happens to the invoice that does not match.
Automating month-end close
Close is a scramble because the reconciling work waits for the period to end. When it runs through the period instead, close becomes a review of exceptions and the support file is already assembled.
