AI agentIntake-to-pay

AI request prioritization agent

An AI request prioritization agent reads each new request and extracts the signals that affect priority: need-by date, spend size, whether a contract is about to lapse, and whether work is blocked without it.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Purchase requests and notes
Priority factors and weights
Contract expiry and renewal dates
Team capacity
AI request prioritization agentPrepared for review
  • ✓Ranked queue
  • ✓Reasons for each rank
  • ✓Override log
  • ✓Waiting-time view
Handed toProcurement analysts get an ordered work list
5inputs it reads
6steps in the walkthrough
1point where a person decides
4outputs it prepares
See it run

Watch it work

Agent Record Person
Live walkthrough
  1. 1Read requestAgent
  2. 2Request queueRecord
  3. 3Assess factorsAgent
  4. 4Rank queueAgent
  5. 5Team lead adjustsPerson
  6. 6Show reasonsRecord

Reads amount, deadline, category and requester.

New items waiting for handling.

Weighs deadline, value, risk and dependencies.

Orders requests using the agreed factors.

The lead reorders or overrides where needed.

Displays why each item sits where it does.

The basics

What is an AI request prioritization agent?

It scores requests against your priority rules and places them in a ranked queue, showing the reason behind each position in plain words.

Read the full explanation

It re-ranks as things change, for example when a deadline nears or a requester adds information, and tells a person when a request has waited too long for its level.

Where it breaks

Why this step is hard by hand

Procurement teams usually work requests in arrival order or by whoever shouts loudest. Important items wait behind trivial ones, and nobody can explain why one was handled first.

Arrival order ignores deadlines and consequences.

Escalations from senior people jump the queue regardless of need.

The need-by date sits in a free-text field no one sorts by.

Each buyer applies a different mental rule.

Low-ranked items wait indefinitely with no alert.

The path

How the agent does it

  1. 01Extract the signals

    The agent pulls need-by date, amount, category, requester and any stated dependency from the request.

  2. 02Score against the rules

    It applies your priority criteria and weights, such as deadline within a set window or revenue-linked purchases, to give each request a rank.

  3. 03Explain the rank

    Each position includes a short reason so a buyer can accept or challenge it.

  4. 04Re-rank on change

    As dates approach or details are added, the agent updates the order and flags items that moved.

  5. 05Flag aged items

    Requests that wait past the target for their rank are surfaced for a person.

Want to see this flow on your own items?

Bring a small sample and watch Flo work through it.

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Under the hood

Inside the work

AspectBy handWith the agent
Order of workFirst in, first out regardless of need.Items are ordered by agreed factors such as deadline and impact.
Explaining rankRequesters ask why their item waits.Each rank comes with its stated reasons.
Hidden deadlinesDeadlines live in emails and are missed.The agent reads stated dates and shows them in the queue.
DependenciesLinked requests are handled separately.Related requests are grouped so blockers are handled first.
FairnessLoud requesters jump the line.The same factors apply to everyone and overrides are logged.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Setting the criteriaProcurement leads decide what makes a request high priority.
  • ✓
    Overriding the orderA buyer can move a request when context the agent lacks says so.
  • ✓
    Handling conflictsWhen two top requests compete for one buyer, a lead chooses.
  • ✓
    Reviewing fairnessLeaders check that low-rank teams are not starved of service.

Mistakes to avoid

  • ×
    Too many criteriaA scoring model nobody understands will be ignored.
  • ×
    Rewarding self-declared urgencyIf a checkbox lifts rank, everyone ticks it.
  • ×
    Never revisiting weightsPriorities change with the business.
  • ×
    No visibility for requestersPeople who cannot see their position keep chasing.

Not sure where request prioritization 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. 1Agree the factors

    List the few criteria that should drive order, such as deadline, dependency and risk.

  2. 2Suggest

    Let the agent propose a rank while analysts keep working their own order.

  3. 3Use the order

    Move the team to the ranked queue with overrides recorded.

  4. 4Tune weights

    Review override logs to adjust factors that do not reflect reality.

Signs you would benefit

Queue is first in, first outA renewal deadline sits behind routine buys.
Priority is politicalThe most senior requester wins.
Waits are unexplainedRequesters email to ask for status.
Dependencies are missedA blocked project waits behind unrelated items.
The numbers

How to measure it

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

Priority-order adherence

Adherence (%) =
requests started in ranked orderall requests started× 100

A low figure suggests buyers distrust the ranking or are being overridden often. Review the reasons for overrides.

  • Track wait time by rank band.
  • Count requests that missed their need-by date.
Questions

Frequently asked questions

Quick answers to what people ask most about request prioritization.

Book a demo
What is request prioritization?

It is deciding the order in which purchase requests are worked, based on factors like deadline, impact and risk rather than arrival time. Its goal is to handle the most consequential items first.

Which factors should rank a purchase request?

Common ones are need-by date, contract expiry, blocked work, spend size and risk. Your team should choose a small set it can explain to requesters.

Can buyers override the agent's ranking?

Yes. The ranking is a recommendation with reasons. Buyers and leads can reorder, and the overrides are useful input for improving the rules.

Does prioritization mean low-ranked requests are ignored?

It should not. Set a maximum wait for every band, and have the agent flag requests that exceed it.

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Try request prioritization on your own data

Bring a small sample of real items. We will show what Flo handles on its own and where it hands over to your team.

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