AI agentIntake-to-pay

AI intake form completion agent

An AI intake form completion agent reads whatever the requester provides, such as a quote PDF, a pasted email or a vendor name, and proposes values for the form fields it can support.

  • People stay in control
  • Every action is logged
  • Start with a small sample
Partially completed form
Attached quote or order form
Vendor record
Requester profile and department
AI intake form completion agentPrepared for review
  • ✓Drafted field values with sources
  • ✓List of fields left open
  • ✓Completed form ready for confirmation
Handed toRequester receives the drafted form to confirm
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. 1Partial requestRecord
  2. 2Read contextAgent
  3. 3Draft field valuesAgent
  4. 4Mark inferred valuesAgent
  5. 5Requester confirmsPerson
  6. 6Form completedRecord

A requester has filled only some form fields.

The agent reads the wording, attachments and vendor record.

Missing fields get proposed values with sources.

Anything inferred is shown as a suggestion.

The requester accepts or edits each proposed value.

The confirmed form moves to the next step.

The basics

What is an AI intake form completion agent?

It looks up known facts, like a vendor's legal name, payment terms on file and the requester's cost centre, rather than asking the requester to supply them.

Read the full explanation

Every pre-filled field is shown as a suggestion with its source, and the requester confirms or edits before submitting.

Where it breaks

Why this step is hard by hand

Long forms discourage honest use, and short forms leave procurement with too little to act on.

Requesters copy vendor names and amounts from a quote by hand and make small errors.

People do not know the right category, cost centre or legal entity, so they guess or leave blanks.

The same company appears under three spellings, which breaks later matching.

Requesters give up halfway and buy by credit card or ask a colleague instead.

Incomplete forms bounce back, adding days before any real review.

The path

How the agent does it

  1. 01Gather inputs

    It reads the attached quote, the email text and any vendor name the requester has typed.

  2. 02Look up known data

    Vendor legal name, existing contract references and the requester's department are pulled from vendor records and the directory.

  3. 03Propose field values

    Each field gets a suggested value with a note of where it came from.

  4. 04Highlight uncertainty

    Fields it could not support are left empty and marked, with a hint on what to enter.

  5. 05Hand back for confirmation

    The requester reviews the form, edits anything wrong and submits it.

Want to see this flow on your own items?

Bring a small sample and watch Flo work through it.

Book a demo
Under the hood

Inside the work

AspectBy handWith the agent
Form effortRequesters work through every field themselves.Known fields are drafted from the request and attachment for them to check.
Wrong entriesFields are filled with guesses to get past validation.Proposed values show their source so guesses are visible.
Reuse of dataVendor details are retyped each time.Vendor details are read from the existing vendor record.
Abandoned formsLong forms get left half done.The requester confirms drafted fields instead of starting from blank.
Audit trailNobody knows which values the requester typed.Each value is tagged as entered, extracted or suggested.
People and control

Who decides, and what to watch

What stays with people

  • ✓
    Confirming every valueThe requester is accountable for what the form says.
  • ✓
    Supplying the reasonOnly the requester knows why the purchase is needed.
  • ✓
    Designing the formProcurement decides which fields are required and why.
  • ✓
    Correcting vendor dataAnalysts fix master records when the agent surfaces conflicts.

Mistakes to avoid

  • ×
    Pre-filling without showing sourcesRequesters cannot judge a value they cannot trace.
  • ×
    Silent overwritingReplacing something the requester typed with a guess destroys trust.
  • ×
    Too many required fieldsPre-fill does not fix a form that asks for what nobody can answer.
  • ×
    Skipping a final reviewSubmitting suggested values unread simply moves the error downstream.

Not sure where intake form completion 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. 1Choose draftable fields

    List fields safe to draft, such as vendor name and term, and fields that never are.

  2. 2Draft with confirmation

    Show drafted values to requesters and measure how often they edit them.

  3. 3Widen the field list

    Add more fields as edit rates on existing ones stay low.

  4. 4Audit values

    Sample completed forms to compare drafted values with source documents.

Signs you would benefit

Forms are abandonedRequesters stop at the fields they find tedious.
Entries are filler textRequired fields hold values nobody checked.
Quote data is retypedThe same amount is entered by the requester and later by a buyer.
Vendor details vary between requestsThe same vendor appears with different contacts.
The numbers

How to measure it

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

Form edit rate

Edit rate (%) =
pre-filled fields changed by the requestertotal pre-filled fields× 100

A low rate suggests the suggestions are accurate. A high rate on a single field points to a bad source or a field that people interpret differently.

  • Look at edit rate per field, not only overall.
  • Track time from starting the form to submitting it alongside this measure.
Questions

Frequently asked questions

Quick answers to what people ask most about intake form completion.

Book a demo
What is intake form completion?

It is the work of filling in a purchase request form with the details procurement needs. An AI agent can pre-fill much of it from quotes and records, leaving the requester to confirm.

Where does the agent get its values?

From what the requester provides, such as quotes and emails, and from records you already hold, like vendor details and the staff directory. Each suggestion shows its source.

Will it submit the form for me?

No. The requester reviews and submits. The agent only prepares suggestions, so the person remains accountable for the content.

What happens to fields it cannot fill?

They are left empty and marked, with a prompt on what is needed. The agent does not invent a value to make the form look complete.

Try intake form completion 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