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Power Automate AI Builder document processing for teams who still key data from scans and PDFs

Power Automate AI Builder document processing that reads each document into fields, saves what is clear and sends doubts to a person

AI Builder document processing extracts fields from invoices, forms and other documents and reports a confidence for each, so a flow routes low-confidence results to a person and the model's reading is checked before it changes a record. BoldBellows collects the documents you receive, the fields you need from each and the confidence below which a person should look, before a model is trained or a flow is built, reads each document with AI Builder, stores every field with its confidence, writes only trusted values to your records and sends the rest to a person with the document beside the data, then builds Power Automate AI Builder document processing as a flow you can inspect: documents arrive by email, a SharePoint library or OneDrive, an AI Builder model reads the fields you chose, a condition compares each confidence with the threshold you set, trusted values are written to Dataverse, SharePoint, Excel or your finance system, doubtful ones create a review task showing the document next to the extracted data, and every decision is logged with the run. Custom Power Automate AI Builder document processing can add a model trained on your own layouts.

View Pricing

From $1,605, paid once. AI Builder document processing.

Power Automate AI Builder document processing reading documents into fields with confidence scores and a review step, built by BoldBellows

The bar a governed Power Automate route must clear

  • Fields read with confidence a score for every value
  • A threshold you set trusted values pass, doubts wait
  • Review beside the document one click to confirm or fix
  • Every run logged what was read and who decided
  • Fixed scope What is built, tested and handed over is agreed before work begins
  • No meter running $1,605 covers design, build, tests and handover; nothing accrues afterwards

01 · the retyping-from-scans problem

A scanned document retyped by hand is a typo waiting to reach your records

Documents arrive as scans, photographs and PDFs, and someone keys the fields into a spreadsheet or a system between other jobs. A digit is transposed, a date is read in the wrong format, a supplier name is spelled two ways. When volume grows, the backlog grows with it, and corrections are made after the damage is done. A first attempt at AI reading gets some fields right and others confidently wrong, and nobody can tell which, so the output is double-checked anyway and the saving disappears.

Fields keyed from scans

Typos reach the records.

A date in the wrong format

It was read as another month.

A supplier spelled two ways

Reports split in two.

Before Power Automate to AI Builder Document Processing automation: manual flow runs exports, duplicates and broken formulasThe old way: a terminal log full of duplicate, #REF! and failed export errors, and a note to rebuild it again on Monday.export_run.log[WARN]duplicate row 214 (#1042)[ERR ]#REF! in Usage reports!C9[FAIL]flow runs_export_FINAL_v3.csv[WARN]run quota count differs by 3[ERR ]failed run 1039 not found[WARN]file 37 of 37 unmerged[ERR ]formula broke in row 88[FAIL]monday export late 3 days[WARN]duplicate row 214 (#1042)[ERR ]#REF! in Usage reports!C9[FAIL]flow runs_export_FINAL_v3.csv[WARN]run quota count differs by 3[ERR ]failed run 1039 not found[WARN]file 37 of 37 unmerged[ERR ]formula broke in row 88[FAIL]monday export late 3 days$MON 8:47rebuild again!
Before the same extracted document made again
  • Anything the trigger matches is sent on
  • Fields are keyed by hand from scans and PDFs
  • An AI reading is trusted blindly or checked completely
After Power Automate to AI Builder Document Processing automation: one clean model list that matches Power AutomateThe new way: a steady locked waveform with readouts for match 100%, zero duplicates, latency and extracted document count.SIGNAL · LOCKEDIN SYNCMATCH100%DUPES0LATENCY1.2sEXTRACTED DOCUMENTS1,204
After AI Builder Document Processing holds one true extracted document
  • A repeat finds its extracted document through the document, the fields and the confidence for each
  • A model reads every field and reports how sure it is
  • Only the doubtful fields reach a person, with the document beside them

02 · how it works

How a document becomes trusted data and a short review list

Nothing is written until the change is judged and the extracted document has been looked for.

How Power Automate to AI Builder Document Processing automation works: flow runs in, one clean extracted document each, on a scheduleYour Power Automate environment chip sends data through read-only traces to the BoldBellows sync chip, which checks on a schedule and writes to your document model list chip with zero duplicates.Your Power Automate environmentread-only accessBoldBellows syncchecks on a scheduleYour document model listin your AI Builder modelREAD-ONLY0 DUPLICATESCHECKS ON A SCHEDULESYNCLIVEHow Power Automate to AI Builder Document Processing automation works: flow runs in, one clean extracted document each, on a scheduleYour environment, the sync, your model list.Your Power Automate environmentread-only accessBoldBellows syncchecks on a scheduleYour document model listREAD-ONLY0 DUPES
  1. 01

    Admit only what counts

    Each Power Automate event is verified and logged; anything outside the agreed scope is set aside with a reason.

  2. 02

    Receive, read, score

    The document is received, AI Builder reads the fields you chose, and each value is given a confidence.

  3. 03

    Route, review, write

    Trusted values are written to your records, doubtful ones go to a review task, and each decision is logged.

Power Automate behavior that shapes the AI route

  • A model reads, a person confirms

    AI Builder document processing extracts fields from invoices, forms and other documents and reports a confidence for each, so a flow routes low-confidence results to a person and the model's reading is checked before it changes a record.

  • The threshold is a business decision

    Because a model will always be unsure of some fields, you choose the confidence below which a person looks, and that single setting balances speed against risk.

  • Retry rules

    Retries are preceded by a check of AI Builder Document Processing using the document, the fields and the confidence for each, so repeating a request cannot repeat its effect.

03 · what ships in the build

How extraction runs: read, score and route

Launch is the front door. Route is the workshop. Govern is the inspection that keeps the route honest.

What lands in your model list: flow runs, fields and reports from Power AutomateRun quota field in AI Builder Document Processing as a heat matrix: seven flows by seven days, brightest where run quota is full and orange where it is low.RUN HEAT · 7 DAYS2 LOWMonTueWedThuFriSatSunApproval70907070909035Approval359070100903520Scheduled7050352090100100Model2090707010010090Extracted document100359020902020Dataverse extracted document20353590207050Invoice capture709035903510050lowfull

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Event qualifier

Reads the Power Automate record and confirms it satisfies the trigger before AI Builder Document Processing is touched.

Launch

Stable identity ledger

Writes the source key and the run key together, which lets a repeat find the decision already made, on the Power Automate AI Builder Document Processing service.

Launch

Mapping contract

Holds the agreed Power Automate-to-AI Builder Document Processing field map as a versioned contract, not a habit.

Launch

Document intake

Collects documents from email, SharePoint or OneDrive into one place.

Route

AI Builder model

Reads the fields you chose and reports a confidence for each.

Route

Confidence router

Compares each score with your threshold and splits trusted from doubtful.

Route

Review task

Shows the document beside the extracted data for a person to confirm or fix.

Govern

Record writer

Writes confirmed values to Dataverse, SharePoint, Excel or your finance system.

Govern

Escalation list

Shows which exceptions are getting old and who has to act on them.

Govern

04 · who it's for

Made for HR teams that then turn invoices, forms and letters into checked data in your systems, with doubtful values reviewed by a person before anything is saved

Reading a document is quick for a model and slow for a person, but deciding what to trust is something a person should still do.

Finance clerk

"Stop keying invoices."

Fields arrive already read.

Operations manager

"Clear the backlog."

Volume no longer means typing.

Office manager

"Trust the data."

Doubtful values are reviewed.

IT administrator

"Keep it supportable."

Every run is logged in the flow.

Compliance lead

"See who decided."

Reviews are recorded.

Founder

"Save the hours."

Staff review, not retype.

Cost is shaped by documents, fields and confidence scores

Pricing for extraction: documents and destinations

Three short decisions set the scope of the Power Automate AI route. Read the price and delivery range as you go, from $1,605.

View Pricing
  • One setup fee
  • Range shown first
  • PDF handover included

05 · compare your options

How Power Automate gets into AI Builder Document Processing: someone retyping fields from scanned documents into a spreadsheet, a connector, or an AI Builder model, a flow that routes by confidence and a review step for doubtful fields

Each can read a page. Only one scores every field, writes only what it trusts and shows a person the rest.

Comparison table: How Power Automate gets into AI Builder Document Processing: someone retyping fields from scanned documents into a spreadsheet, a connector, or an AI Builder model, a flow that routes by confidence and a review step for doubtful fields
How documents get readRetyping from scansWrong values at month endOur extraction route
What starts the workA team member checks Power AutomateAny event the zap listens toA failed run that matches your trigger definition
How identity is decidedSearched by name or addressWhatever field is mapped firstRetyped scans and blind trust
What reaches AI Builder Document ProcessingThe parts someone thought ofFields forwarded uncheckedScored fields and a short review list
After an uncertain resultIt waits until somebody noticesStops with an error emailReads AI Builder Document Processing by the document, the fields and the confidence for each before any rewrite
By handstops to export, copy, paste, fixAutomatedno stops · every 15 minutes

An old change turns up late

A delayed Power Automate event is compared with what AI Builder Document Processing already holds and is set aside if it would undo something newer.

A scanned document is skewed and one field is partly cut off

The partly visible field gets a low confidence, a review task is created with the document beside it, and nothing is written to the record until a person confirms the value. The document, the fields and the confidence for each turns the question into a lookup, and the answer is one of four: nothing, right, wrong or unclear. Everything else is an update, a no-op or a case for a person.

Before fields or branches are discussed, the document, the fields and the confidence for each is fixed, because every later decision reads from it.

Pricing

Build your Power Automate AI Builder Document Processing price

Pick a package, answer three short questions about how Power Automate data should reach AI Builder Document Processing, and your price and turnaround move as you choose.


Choose your packageRequired

The three packages differ by how much routing, reconciliation and governance sits around the Power Automate to AI Builder Document Processing route.

A focused production route for one Power Automate event family and one governed document processing queue, delivering Power Automate AI Builder document processing that reads documents into fields with confidence scores, saves trusted values and sends doubtful ones to a person for review with identity, evidence and failure controls from day one.

  • One approved Power Automate event family and business-state admission rule within the Power Automate AI Builder Document Processing service.
  • One authorized account, workspace, organization, or base boundary within the Power Automate AI Builder Document Processing service.
  • One Power Automate AI Builder Document Processing object contract with field and relationship mapping
  • Stable matching through Microsoft tenant plus environment, solution, flow, connection reference, run, approval, document, business record, desktop machine, or process ID and source identity paired with the authoritative power automate ai builder document processing record, run, conversation, document, tool request, transaction, or decision identifier
  • Tests for duplicates, stale events, malformed data, denied access, and timeouts within the Power Automate AI Builder Document Processing service.
  • Implementation map, test record, and premium PDF operations handover within the Power Automate AI Builder Document Processing service.

Adds branching, existing-record matching and a bounded historical pass for teams whose Power Automate signals need more than one approved document processing path, while still delivering Power Automate AI Builder document processing that reads documents into fields with confidence scores, saves trusted values and sends doubtful ones to a person for review.

  • Everything in Core
  • Up to four approved routing or state-transition branches within the Power Automate AI Builder Document Processing service.
  • Existing-record resolution and one bounded historical checkpoint within the Power Automate AI Builder Document Processing service.
  • Lookup-before-replay protection for uncertain writes
  • Named exception ownership and a decision-ready evidence packet within the Power Automate AI Builder Document Processing service.
  • Field, permission, and destination-state validation before mutation within the Power Automate AI Builder Document Processing service.

Adds reconciliation, drift detection and an aged-exception report for teams that now depend on document processing proposals every day.

  • Everything in Managed
  • Scheduled source-to-destination reconciliation
  • Schema, field, scope, and webhook drift checks within the Power Automate AI Builder Document Processing service.
  • Volume-aware retry ceilings and stale-event protection
  • Aged-exception reporting with ownership status
  • Thirty-day release watch and operating review

In this Power Automate AI Builder Document Processing design, multi-business-unit routing, unrestricted bidirectional synchronization, regulated archives, unsupported extensions, or additional destination systems receive a separate written quote. Third-party subscriptions and usage charges are excluded.

Which Power Automate changes should be allowed to start an AI document processing decision?Required

Governed lifecycle set: Use this when several documented Power Automate states must converge on one document processing decision.

How should a Power Automate record that already has an AI document processing decision be recognized?Required

Ambiguity queue: Send zero-match and multi-match document processing cases to a named reviewer instead of letting the model guess.

Which Power Automate changes should be allowed to start an AI document processing decision?Required

Managed repair case: Give every uncertain document processing action an owner, a live-state comparison and an approved replay decision.

How soon do you need it live?Required

Standard follows the schedule your other choices set. Pay to move up the queue and go live sooner.

Optional extrasOptional

Each one begins switched off. Turn on what your rollout needs, watch the total, switch it back off.

06 · process & getting started

Six steps from retyping to reviewed extraction

Six stages, one owner on your side, and a written output at the end of each.

  1. Step 01

    Gather your documents

    We collect a spread of your real documents, list the fields you need and note where they currently end up.

  2. Step 02

    Approve access

    Scoped permissions for Power Automate, an approved model provider and a list of decision keys are put in place first.

  3. Step 03

    Agree the threshold and review

    The confidence threshold, who reviews and where confirmed data is written are agreed in writing.

  4. Step 04

    Try to make it fail

    Every failure we can think of is tried against a test AI Builder Document Processing, and the ones that matter become written repair steps.

  5. Step 05

    Launch with notes

    The last step is release: a defined start, a review window and a PDF you can keep.

  6. Step 06

    Thirty-day look-back

    A review at the end of the first month covers volume, exceptions, retries and anything that drifted.

Handover for Power Automate to AI Builder Document Processing automation: notes, a checked run and a health checkHandover timeline: brief, map, build, test and hand over, five steps in an extracted document with the current one lit.MISSION TIMELINE1BRIEF1 page2MAPfields3BUILDsync4TEST48 events5HAND OVERPDF packFrom first brief to a model list that runs itself

07 · turnaround

How long the AI Builder Document Processing packages take

The count starts once your AI Builder access and a spread of real documents are in our hands.

Launch

6 to 10 business days

Route

10 to 16 business days

Govern

16 to 24 business days

08 · before we start

What we ask of you

  • Authorization to reach the Power Automate objects in scope

  • A Microsoft 365 account with AI Builder access, a spread of your real documents and the list of fields to extract

  • Power Automate credentials we can use for the agreed resources and events

  • The trigger you want: what must happen in Power Automate before anything is sent

  • A decision on which Power Automate values must never reach AI Builder Document Processing

  • Confirmation of which environment is production

09 · security and ownership

Your data stays in its place, except what the map allows

A narrow set of Power Automate fields is passed to the model, its answer is checked against a schema, and nothing is written without the approval you set.

Read-only Power Automate to AI Builder Document Processing access: your data stays yoursA glowing shield with a tick at the centre of rings, with read-only lines in and named-people lines out, keeping your data yours.READ-ONLYYOUR ACCOUNTNAMED PEOPLEYOUR DATA STAYS YOURS

Your tools stay as they are

We work with the supported connection points of Power Automate and AI Builder Document Processing and leave the products exactly as you run them today.

Scoped, revocable access

Permissions are written down, minimal and reversible.

Less data, less exposure

Each field sent to AI Builder Document Processing has a stated purpose. Sensitive values are excluded or masked before anything is written.

Look, compare, then act

An unclear write is settled by finding the extracted document and comparing it with the intended values, not by sending again.

Minimal logging

Evidence of a run is kept as references, not as copies of data.

Full handover

The PDF names each rule, credential and owner so your admins are never guessing.

10 · verified reviews

What BoldBellows clients say

Verified reviews from business owners who use BoldBellows automations every day, from marketing and sales to support and operations.

AI Workflow Automation for Agencies

Running a digital agency with many clients was overwhelming. BoldBellows built one automation dashboard that tracks tasks, sends updates and creates client reports automatically.

Clients love the transparency and we love the time we get back. Productivity is up, and project delays have dropped to almost zero.

Samuel BoatengVerifiedAccra, Ghana

AI Customer Journey Automation

We wanted a smoother path from first contact to purchase. BoldBellows built an AI system that guides each customer there automatically.

It sends personalized messages, recommends products and follows up at just the right moment. Customer retention has improved dramatically.

Nadia HassanVerifiedCairo, Egypt

AI Automation Partner

BoldBellows is hands-down the best AI automation partner we’ve worked with. Their systems are fast, reliable and built around how our business actually works.

Every automation they’ve delivered, from customer service to content, runs flawlessly. We’ve saved time, cut costs and grown faster than we expected.

Kwame MensahVerifiedKumasi, Ghana

AI Chatbot & Customer Support

BoldBellows built an AI support chatbot for our online boutique, and it has changed how we run the business. We used to have two full-time staff answering the same questions all day. Now the AI handles order tracking, product recommendations and even refund requests on its own.

What surprised me most is how natural it sounds. Customers compliment the ‘agent’ without realizing it’s AI. Our support workload dropped by 75% and customer satisfaction went up dramatically.

Maria GonzálezVerifiedMadrid, Spain

AI Content & Social Media Automation

Our marketing agency couldn’t keep up with content. BoldBellows set up an AI content engine that writes blog posts and captions and even designs our social media creatives.

It spots trends and suggests topics for us, so we stay ahead of competitors. We now produce three times the content with the same team, and engagement has soared. They didn’t just automate our workflow, they lifted our whole brand.

Daniel BrooksVerifiedToronto, Canada

AI Lead Qualification & Sales Automation

Our sales team wasted hours chasing cold leads. BoldBellows built an AI lead-scoring system that reads behavior, email engagement and buying signals.

It filters out weak leads and sends personalized follow-ups automatically, so our team only talks to people who are ready to buy. Conversions rose 40% in the first month. It paid for itself straight away.

Aisha MohammedVerifiedDubai, UAE

AI Video & Voice Automation

We publish product videos every week, and BoldBellows introduced us to AI video automation. The system writes the script, voices it and produces the finished video in minutes.

The quality is remarkable: professional voiceovers, clean visuals and smooth editing. Production time went from three days to under 30 minutes, and we scaled our video marketing without adding cost.

Lucas SteinerVerifiedMunich, Germany

AI Email & Smart Inbox Management

Our inbox used to be chaos. BoldBellows built an AI email system that sorts messages, drafts replies and flags anything urgent.

It learns how we write and gets better every week. We reply faster and no longer miss important messages. It feels like having a personal assistant working around the clock.

Chloe AndersonVerifiedMelbourne, Australia

AI Booking & Scheduling Automation

Our coaching business needed a better way to schedule. BoldBellows automated all of it: bookings, reminders, cancellations and follow-ups.

No-shows fell by 60% and clients enjoy how smooth it is. It feels personal, not robotic. One of the best upgrades we’ve made.

Emily CarterVerifiedLondon, United Kingdom

11 · questions

AI Builder in Power Automate: what finance and operations teams ask

We collected the questions that decide most purchases and answered them.

What extra does this give over a Power Automate step that simply asks a model?

A simple connector can give you data that enters your systems already read and checked. It will not read the document, trust what is clear and send what is not to a person. These are the parts the build adds.

Which documents can it read?

Invoices, forms, receipts and similar documents; the quote lists the types and layouts in scope.

What happens when it is unsure?

A review task shows the document beside the extracted data, and nothing is written until a person decides.

Can it learn our own layouts?

Yes. A custom model can be trained on your documents, and the quote states the effort involved.

Where does the data go?

To Dataverse, SharePoint, Excel or your finance system, as agreed during setup.

Which license does AI Builder need?

AI Builder generally needs credits or a suitable plan, and your tenant's position is checked before you receive a quote.

How is AI Builder processing priced?

The document types, fields and destinations you need decide one fixed figure, which you see before any model is set up.

Do you map Power Automate fields to the prompt?

Your fields, threshold and review owner are put on a single page, and the model reads nothing live until you approve it.

Can low-risk proposals skip a person in the Power Automate AI Builder Document Processing service?

Yes. Your own policies decide what the model may see and propose in Power Automate. Entry pricing is $1,605.

Who looks after the route after launch on the Power Automate AI Builder Document Processing service?

The handover lists every interface the route uses. If one changes, the affected item stops and is flagged instead of being written from a guess. Repairs after your review window are quoted separately.

Stop retyping what a model can read

Give your team checked data and only the doubts to review

Share a few real documents and where their data should go; a written quote reaches you before any model is built.

Unusual volumes or extra systems are quoted on request.