AI Solutions · Knowledge & documents

AI Document Processing

Read invoices, forms and PDFs into structured data a person checks before it is used

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From$2,900USD one-off

One payment. Work starts once we have confirmed your requirements.

The four questions this page answers

  1. 1

    What you buy

    A pipeline that takes the documents arriving at your business and pulls the fields you care about out of them into a spreadsheet or system, with a review screen where a person confirms or corrects each extraction.

  2. 2

    What you get

    6 deliverables, listed in full below

    • A working intake and extraction pipeline
    • A review queue with accounts for your team
    • A documented field mapping for each supported layout
    + 3 more
  3. 3

    How it is delivered

    Remote Setup

    Carried out remotely by our team. Nothing is posted and no one visits.

    REMOTE SERVICE

  4. 4

    How long it takes

    4–6 weeks, including the parallel-run measurement period

    Measured from the point everything under “what we need from you” is with us, not from the moment you pay.

A document read automatically into a table of checked, structured fields — illustrative concept, not a screenshot of a client system
A document read automatically into a table of checked, structured fields. Illustrative interface concept — not a screenshot of a client deployment.

What is this, in plain English?

A pipeline that takes the documents arriving at your business and pulls the fields you care about out of them into a spreadsheet or system, with a review screen where a person confirms or corrects each extraction.

Built around the review queue rather than around the extraction, because the extraction is the part that will sometimes be wrong. It differs from the AI Knowledge Base in intent: that one makes documents findable, this one turns them into data other systems can use. Nothing is posted into an accounting or operational system without a human approving it first.

The problem it solves

Someone spends part of every day retyping supplier invoices, application forms or delivery notes into a spreadsheet, and the typing errors surface weeks later during a reconciliation.

If that does not describe you, this is probably the wrong product. Tell us and we will point you at a better fit rather than sell you the nearest one.

What you get

The concrete things that exist at the end and that you own.

6 deliverables

  • A working intake and extraction pipeline
  • A review queue with accounts for your team
  • A documented field mapping for each supported layout
  • A parallel-run accuracy report from before the switch
  • An exception-handling procedure for documents that fail
  • 30 days of post-launch threshold tuning

What's included

The work covered by the figure in the buy box, at no extra cost.

  • Sample review and feasibility check before build
  • Extraction for up to three document layouts
  • Confidence scoring and review queue
  • One output destination, file or system
  • Parallel-run measurement period
  • Team training on the review queue
  • 30 days of post-launch tuning

Not seeing something you expected? Check what you are not buying before you order.

What does it do?

Everything listed here is delivered as part of this product. Nothing on this list is aspirational.

  • Extraction of an agreed field list from up to three document layouts
  • Confidence score per field, with low-confidence fields flagged for review
  • A review queue where a person approves, corrects or rejects each document
  • Output to CSV, a spreadsheet, or one connected system after approval
  • Original document kept alongside the extracted record for audit
  • Exception handling for unreadable, duplicate or unexpected documents
  • A monthly accuracy log comparing extracted values against corrections made

How it works

The delivery sequence from order to handover.

  1. 1

    Sample the documents

    We take 50 to 100 real examples and check whether the layouts are consistent enough to extract reliably.

  2. 2

    Agree the field list

    You confirm exactly which fields matter and what a correct value looks like for each one.

  3. 3

    Build the pipeline

    Intake, extraction, confidence scoring and the review queue are built and tested against your samples.

  4. 4

    Measure before switching

    We run it in parallel with your current process and report on how often a field needed correcting.

  5. 5

    Go live with review on

    It goes into daily use with human approval mandatory, and we tune the thresholds over the first month.

Delivery & fulfilment

Stream Edge Solutions ships nothing. Every package on this site is carried out and handed over remotely — this is exactly what happens after you order.

REMOTE SERVICEHow this is delivered
  1. 1We confirm requirementsWe read what you sent with the order, come back in writing with anything missing, and agree the scope before any chargeable work starts.
  2. 2We build and configure remotelySetup, configuration and testing are done by our team over a remote connection — on your systems or on ours, whichever the package specifies.
  3. 3We hand it overYou receive the working setup, the credentials, the documentation and a walkthrough. Everything built for you is yours at handover.

Carried out remotely by our team. Nothing is posted and no one visits. Typical turnaround: 4–6 weeks, including the parallel-run measurement period.

Delivery method
Remote Setup
Expected delivery time
4–6 weeks, including the parallel-run measurement period
Measured from the point everything under “what we need from you” is with us — not from the moment you pay.

Full detail of how work is handed over, what happens if requirements are outstanding and how order records are kept is in the Delivery & Fulfilment Policy.

What we need from you

Nothing starts until these are in place, and the turnaround above is measured from that point — not from the moment you pay.

  • Between 50 and 100 real sample documents for the feasibility check
  • A written definition of each field you need extracted
  • A named approver for the review queue
  • Access to the destination file or system
  • An AI provider account in your business name

Who this is for

  • Finance teams keying in supplier invoices by hand
  • Operations teams processing repetitive forms
  • Businesses receiving structured PDFs from a small set of senders
  • Anyone whose data entry backlog grows faster than it clears

Business needs this addresses: Automate work, Improve operations

What's not included

Just as plainly as the list above: the things this package is not.

  • AI model and API usage per page processed, billed by the provider directly to your own account
  • Any accuracy guarantee — extraction will be wrong on some documents, which is why human approval is mandatory and why we do not offer an unattended mode
  • Approving, posting or paying anything: the pipeline assists the person who checks it and never makes the decision to accept a document
  • Handwritten documents, poor-quality scans and layouts outside the three agreed at build
  • Bookkeeping, tax treatment, coding to accounts or any accounting judgement
  • Changes at the AI provider affecting model behaviour, pricing or availability

Anything outside the scope above is quoted separately, in writing, before it is carried out. Nothing is added to your bill without your agreement.

FAQs

How accurate is it?

We do not quote a figure, because it depends entirely on your documents and anyone quoting one before seeing them is guessing. The parallel run exists to measure it on your actual material before you rely on it, and you see that number before switching over. If the sample review suggests the layouts are too inconsistent, we say so and refund rather than build something that will not work.

Can it post straight into our accounting system?

Only after a person has approved the record. We deliberately do not build an unattended path from extraction to a financial system, because a misread total that posts itself is a much more expensive problem than a queue somebody clears each morning. The approval step is a few seconds per document and it is what makes the rest safe.

What happens to the documents we send through it?

Document images and text are sent to your chosen AI provider for extraction, and both the original and the extracted record are stored in the pipeline for audit. We configure this against the provider terms you hold, with no-training settings enabled where available, and we will exclude document types you do not want leaving your systems. You remain the data controller, including for any personal data on the forms.

What does processing cost per document?

The AI provider charges per page processed and bills your own account directly. Once we have seen your samples we can give a per-document range and a monthly estimate at your stated volume. Providers reprice and retire models on their own schedule, so treat any figure we give as an estimate rather than a fixed rate.

Refund & cancellation

What happens if you change your mind, and what happens to money already paid.

Cooling-off before work starts
You have 7 days after ordering to cancel while work has not yet begun. Up to 25% may be retained to cover scoping and scheduling already carried out.
Work already done
Once delivery has started, refunds are assessed against the work completed and the deliverables already handed over — the list under “what you get” above is what that assessment is made against. Approved refunds are processed within 14 days.
If we cannot deliver what is described here
You are refunded. The scope on this page is the scope we are held to, which is exactly why the exclusions above are stated before you buy rather than after.

The full terms, item type by item type, are in the Refund & Cancellation Policy. How the work reaches you is covered by the Delivery & Fulfilment Policy.

Not sure this is the right product?

We would rather point you at the right thing than sell you the nearest one. Ask us before you buy — no obligation.

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Or see all 14 in AI Solutions.

Contact us