Document Automation, Built on the Stack You Already Run

Every business runs on documents that someone assembles by hand. Contracts, quotes, invoices, certificates, onboarding packs, inbound forms. Staff copy the same data between systems and chase the version that got signed. We build the pipeline that reads those documents, generates them from your data, and files them, on the tools you already run.

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Built on your CRM, finance and storage toolsA human on the judgment callsAudit trail built in
What manual document work costs

The work is not writing the document. It is everything around it.

The same data gets keyed into a template that already exists in your CRM
Nobody is sure which template version is current
Inbound forms arrive in a different layout from every sender
Signed copies live in an inbox instead of the system of record
Volume spikes break the manual process first
Assembling a document is rarely the slow part. The slow part is finding the current template, pulling the right numbers out of three systems, checking that the clauses match this client and this jurisdiction, sending it for signature, chasing the signature, and filing the signed copy where the next person will look for it. That loop repeats hundreds of times a month and none of it needs judgment.
What we build

A pipeline that runs on the stack you already have

We connect the systems you already run: your CRM, finance tools, storage and e-sign. The pipeline reads inbound documents, generates outbound ones from your data, validates the result, routes it for review and signature, and files it with the metadata attached. It is built on n8n or custom code plus an AI layer where the input is genuinely messy. There is no migration and no new seat licence for your team.
Read inbound files without a fixed template for every sender
Generate documents straight from the system of record
Route for review and e-signature, then file automatically
Keep a person on anything that needs a decision
Log every step for audit

What we automate

Six document types account for most of the manual work in a mid-sized operation.

How the pipeline works

Five steps turn template-and-spreadsheet work into a connected pipeline. It runs in both directions: it reads inbound files and generates outbound ones.

  1. 1

    Step 1. Capture

    Pull files from email, portals, forms and scanned mail. OCR and ICR read printed and handwritten text.

  2. 2

    Step 2. Classify

    Sort each file by type so an invoice, a signed contract and an intake form each take the right path.

  3. 3

    Step 3. Extract

    Pull the fields that matter: dates, amounts, reference numbers, parties, terms. An AI layer handles the messy prose that rules cannot parse.

  4. 4

    Step 4. Validate

    Rules check totals, verify dates, and match records against your system of record. Clean data moves on. Anything odd flags for a person.

  5. 5

    Step 5. Generate, route and file

    Produce the outbound document from your templates, route it for review and signature, then file it with the right naming and metadata.

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AI automation agency 4-step implementation process: Map, Design, Build, Monitor

Where AI fits, and where it does not

  • DETERMINISTIC TEMPLATES WIN FOR FIXED OUTPUT

    Amounts, dates, legal clauses and reference numbers come from a template driven by your data. A model can approximate; a template cannot. Anything a person would check twice belongs in deterministic code.
  • AI READS MESSY INBOUND FILES

    Varied layouts, scanned pages and handwriting go through AI extraction. This is the part that used to need a person to read the page, and it is where the hours actually are.
  • AI DRAFTS NARRATIVE, A HUMAN REVIEWS

    Summaries, cover letters and explanatory sections get an AI first draft that a person signs off. Reviewing a draft takes a fraction of the time writing one does.

Control and compliance you cannot skip

PERSONAL DATA HANDLED WITH CARE

Documents carry personal data, and in healthcare or benefits work they carry health data under HIPAA. We encrypt in transit and at rest and set access rules so that data does not leave the systems meant to hold it.

TAMPER-EVIDENT AUDIT TRAIL

Every document logs its input snapshot, template version, reviewer, signer and timestamp. When someone asks how a document was produced, the answer is one query rather than a forensic exercise.

HUMAN ON THE JUDGMENT CALLS

Approvals, exceptions and anything sent outside the business stay with your team. Full autonomy is not the goal and in regulated work it is not acceptable.

How it worked for Fire Plan Strategies

Facility Services - Fire Safety Compliance

How Fire Plan Strategies Eliminated 230 Manual Hours a Month

Lead intake, quotes, invoicing and certificates, automated

  • ~230 hrs / monthManual ops time eliminated
  • 14 days → 2 daysTime-to-payment
Read the full story

"This is music to my ears. Our accountant is definitely going to love this because she's not going to have to do invoices anymore. The admin staff is also going to love it because they're not going to have to manually do each one of those certificates."

Mariano Velazco Mariano VelazcoManaging Partner

The stack we connect to

Component choice depends on your volume and your systems. If a tool has an API, we can connect it.

Both directionsThe same pipeline reads inbound files and generates outbound ones

READ / EXTRACT

OCR / ICR enginesNLP / NERGenerative AI layer

GENERATE

DocmosisCarboneDOCX librariesCustom HTML to PDF

E-SIGN

DocuSignPandaDocSignWell

DATA & CORE SYSTEMS

HubSpotSalesforcePipedriveQuickBooksXeroYour industry system

STORAGE / DMS

SharePointGoogle DriveBoxEgnyte

ORCHESTRATION

n8nMakeCustom Node.js / Python

AI / NARRATIVE

Claude (Anthropic)GPT models (OpenAI)Self-hosted for sensitive content

What a document automation build contains

The production architecture behind every document engagement. See FirePlan Strategies for the pattern regulated document work follows.

The document pipeline

Five components, built once and reused for every document type you add:

Template System

Your templates converted to a generation-friendly format, whether DOCX merge fields, structured layouts or a document library. Brand and layout preserved exactly.

Data Integration

Native connections to every system a document depends on, so merge fields map to the system of record rather than to a spreadsheet someone maintains.

Conditional Logic

Scope, pricing and clauses vary by client, term and jurisdiction. That logic lives in code, which means one change instead of a hunt through nested conditions in the template.

E-sign Routing

Documents route to DocuSign, PandaDoc or SignWell with the right signers and post-signature hooks. Signed copies flow back to storage with the audit trail attached.

Audit Trail

Every generated document logs its input snapshot, template version, reviewer, signer and timestamp into a tamper-evident archive.

Compliance hooks

For regulated work the pipeline integrates with our compliance automation system, so generated documents inherit retention rules, access controls and the audit-trail format your regulator expects.

Storage integration

Generated documents land in SharePoint, Google Drive, Box or your document management system with the right foldering, naming and metadata, so nobody has to ask where the signed copy went.

How we engage

Every engagement starts with a workshop that maps your document inventory: which documents, how many per month, which data sources feed them, and who approves them. Then we build, one document category at a time.

If we cannot show ROI inside six months, we do not take the project.

Automation Discovery Week

from $2,000. One week mapping how the operation runs today, then build-ready assets, chosen for your business, that you keep whether we build or not. $2,000 up to 20 people, $4,000 for 21 to 50, a short call above that.

Builds

priced per project. Most take three to six weeks and land between $6,000 and $18,000, covering a document category end to end, with the audit trail and e-sign routing. Your roadmap prices each one exactly, before you commit to any of them.

Ongoing

optional. Once a build is live it runs without us. If you want us to keep improving it, we agree that separately.

FirePlan Strategies removed 230 hours of manual compliance-document work every month with this architecture.

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Document automation FAQs

The questions we get from operations and compliance leaders evaluating a build.

What is document automation?

Document automation is the use of software to generate documents from data you already hold, and to read the documents that arrive from outside, without a person retyping anything. In practice it covers both directions: producing contracts, quotes, invoices and certificates from your systems, and extracting the fields from inbound forms and files so they land in the right place.

How is document automation different from document management?

A document management system stores and organises files that already exist. Document automation produces them and processes them. The two work together: our pipelines file their output into whatever DMS you run, with the naming and metadata already applied.

Do you replace the systems we already use?

No. We connect them. We read from and write to your CRM, finance tools, storage and any industry-specific system, through their APIs. If a tool has an API, we can wire it in.

Should the documents be generated by AI or from templates?

Templates, for anything with a fixed correct answer. Amounts, dates, clauses and reference numbers come from your data through a template, because a model can approximate and a template cannot. AI earns its place reading messy inbound files and drafting narrative sections a person then reviews.

Can it read files that arrive in a different format every time?

Yes. AI extraction reads varied layouts without a fixed template per sender, and OCR and ICR handle printed and handwritten text. This is normally the part of the work that was consuming the most hours.

How does this handle personal data and compliance?

We encrypt data in transit and at rest, set access rules so information stays inside the systems meant to hold it, keep a time-stamped audit trail on every action, and apply your retention rules. Where health data is in scope, it is handled under HIPAA.

How long until the first results?

The first document category goes live in weeks rather than months, and each category pays for itself before the next one starts.

See where document automation would pay back first

The Automation Discovery Week maps your document workload and tells you which category would pay back first. Run the numbers with our ROI calculator, then talk to us. See the FirePlan Strategies case for the pattern regulated document work follows.

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Or start with an Automation Discovery Week, from $2,000