AI agentIntake-to-pay

AI request triage agent

An AI request triage agent is software that sorts incoming procurement requests by urgency, risk and type, so the right request reaches the right person first.

  • People stay in control
  • Every action is logged
  • Start with a small sample
New request fields
Stated deadline and business reason
Vendor and category records
Contract end dates
AI request triage agentPrepared for review
  • ✓Priority rank with reasons
  • ✓Queue assignment
  • ✓Risk and urgency flags
Handed toReviewers receive an ordered list with reasons
5inputs it reads
6steps in the walkthrough
1point where a person decides
3outputs it prepares
See it run

Watch it work

Agent Record Person
Live walkthrough
  1. 1Request landsRecord
  2. 2Read signalsAgent
  3. 3Score priorityAgent
  4. 4Place in queueAgent
  5. 5Reviewer picks upPerson
  6. 6Feedback loggedRecord

A new request enters the shared queue.

The agent reads amount, category, vendor and stated deadline.

It ranks the request by urgency, risk and dependency.

It sorts the request into the right team queue with a reason.

A reviewer works the list from the top and can overrule the order.

Overrides are recorded so the ranking rules can be adjusted.

The basics

What is an AI request triage agent?

The request triage agent reads every procurement request as it lands and notes the requested date, value, vendor and any contract end date nearby. It applies the priority rules your team has defined, scores urgency, flags risk signals, sorts requests into queues and gives the requester guidance on what happens next.

Read the full explanation

Each request goes into a queue with a flag and a plain reason for its ranking. Reviewers can reorder anything, and the team owns the priority rules. People answer requesters and judge risk. The agent approves, rejects and buys nothing. It logs each ranking with the signals behind it, so a disputed order of work can be explained.

Where it breaks

What this agent does

Each task below is something the agent prepares, checks, drafts or routes, with a person keeping the decision.

It reads dates, renewal deadlines and stated needs to separate requests that are time-bound from those that can wait.

It marks requests involving new vendors, personal data or unusual spend so that the right reviewer sees them early.

It assigns each request to a queue by type, category or owner, following rules your team defines.

It points requesters to preferred vendors or existing contracts before a full review is needed.

Every placement carries a short reason, which makes the order easy to check and correct.

The path

Reads, decides, does

  1. 01Reads

    It reads request content, requested dates, vendor records, contract end dates and the priority rules your team has defined.

  2. 02Decides

    It decides a suggested rank, queue and flag for each request, using those rules and the signals it finds.

  3. 03Does

    It sorts the queue, adds flags and reasons, and notifies the assigned team. It does not approve, reject or buy anything.

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Under the hood

Inside the work

AspectBy handWith the agent
Queue orderFirst in, first out, so a renewal deadline waits behind trivial asks.Requests are ordered by urgency and risk, with deadlines pulled forward.
Risk spottingRisky requests hide until someone opens them.Risk signals are read on arrival and shown on the queue.
ConsistencyEach reviewer ranks by personal judgement.One set of written ranking rules applies to every request.
Requester clarityRequesters do not know where they stand.They see their queue and the reason for it.
TuningPriorities drift without anyone noticing.Overrides feed a review of the rules each cycle.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Teams own the priority rulesProcurement leaders decide what counts as urgent and what can wait.
  • ✓
    Reviewers can reorderA person can move any request up or down, and the agent records why.
  • ✓
    Judgement on risk stays humanThe agent flags signals, but people decide whether a risk is acceptable.
  • ✓
    Requesters get answers from peopleComplex or sensitive questions go to a named contact, not an automated reply.

Signs you would benefit

  • •
    Urgent work waitsRenewals with a deadline sit behind routine asks because the queue is simply ordered by arrival.
  • •
    Reviewers argue about priorityDisagreement over what comes first means the rules are unwritten.
  • •
    Requesters chase by chatConstant status pings show people cannot see where they sit.
  • •
    Risky requests surface lateSecurity or legal hear about a request after the vendor is chosen.

Not sure where AI request triage agent fits in your process?

Talk it through with the team. We will map it to your steps and show where a person stays in control.

  • Works from a sample of your real items
  • Shows what Flo handles and what it hands over
  • No commitment to start
Rollout

Rolling it out

  1. 1Rank, do not route

    Begin with the agent only ordering one queue while people still assign work.

  2. 2Compare with human order

    Check where reviewers move items, and adjust the rules where overrides cluster.

  3. 3Add queue assignment

    Let the agent send items to the right team queue once the ranking is trusted.

  4. 4Publish the logic

    Share the ranking rules with requesters so urgency claims match what the rules actually weigh.

The numbers

How to measure it

Set your own baseline first. We do not publish benchmarks without a source you can check.
Metric 1

Time to first review

Time to first review = first reviewer action time - request time, averaged

Shows how quickly requests get a human look. Compare urgent and routine requests to see if triage is working.

Metric 2

Reorder rate

Reorder rate (%) =
requests manually re-rankedtotal requests× 100

A high rate means the priority rules do not match how your team really works.

Metric 3

Missed-deadline count

Missed deadlines = [n] requests completed after their needed-by date

Tracks whether time-bound requests are being reached in time.

Questions

Frequently asked questions

Quick answers to what people ask most about AI request triage agent.

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What is an AI request triage agent?

It is an agent that reads each incoming procurement request, ranks it by urgency and risk, and places it in the right queue with a reason. The team reviews and can change the order.

How does it decide what is urgent?

It uses signals such as needed-by dates, renewal deadlines and request value, plus the rules your team writes. It shows its reasoning so you can adjust the rules.

Can it reject low-priority requests?

No. It only changes the order and the queue. Any decision to approve, reject or pause a request belongs to a person.

How is triage different from routing?

Triage decides what to look at first and which queue it belongs in. Routing then sends the request to the specific approvers or reviewers its rules require.

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  • People approve, sign and pay
  • Every action is logged
  • Start with a small sample