AI knowledge systems - built for field service

Your company already knows the answer. Munitor finds it.

Munitor turns the manuals, service notes, photos, warranty docs, and past fixes you already have into a private system your team can search the moment the answer matters.

Founder-led
Pilot-first
Private by design
Node map - retrieval
Live
SRC-01
Manuals
SRC-02
Service notes
SRC-03
Past fixes
MUNITOR ENGINE
Searches all sources together
Output
The right answer - on site, in seconds.
// 02 - Capabilities

Fix the places where knowledge and follow-through get stuck.

MOD-01

Searchable company knowledge

Make project files, manuals, service records, photos, and senior experience searchable the moment your team needs an answer.

MOD-02

Cleaner turnover & maintenance books

Turn closeout documents, O&M manuals, warranty info, equipment sheets, and tag lists into clean, usable references.

MOD-03

Follow-up that doesn't slip

Track missed calls, open estimates, aging quotes, reviews, and customer requests so important follow-up never disappears.

MOD-04

Tidied operational data

Organize scattered product data, equipment lists, warranty records, shipping updates, and invoices into a cleaner operation.

More than a knowledge base

The knowledge system is where we start - not where it ends.

Once the core proves out, Jake builds custom AI around the rest of your operation - from smarter search to full workflow automation.

+ SEARCH

AI search automation

Smarter retrieval across the tools and data your team already runs.

+ WORKFLOWS

AI workflows & agents

Automate the repetitive, multi-step work that eats the day.

+ CUSTOM

Custom AI tools

Purpose-built assistants and integrations for your specific jobs.

// 04 - Engagement sequence

Start with one costly bottleneck.

01
Discovery

Walk through the bottleneck

Show Jake where information gets lost and which problem is worth solving first.

02
Pilot

Build & test one system

Organize the useful information, build a focused system, and test it on real jobs.

03
Rollout

Expand when it earns it

Roll into daily use and add more only after the first use case proves useful.

Jake Finnegan, Founder of Munitor AI
Jake FinneganFounder
// 05 - Why Munitor

Built around your operation, not around an AI demo.

Every project is founder-led. You work directly with the person studying the problem, organizing the information, building the system, and making sure it holds up in the real business.

01

Direct collaboration

No account managers, no handoffs. You work with the person who designs and builds your system.

02

Plain-English delivery

Clear explanations and useful scope - no expectation that your team becomes technical.

03

Pilot-first engagements

Start with one scoped build that proves its value on real jobs before anything bigger.

Contact

Where is work getting stuck?

Tell Jake what your team repeatedly has to chase, search for, or re-enter. You'll get a straight answer on whether Munitor can help and what a sensible first project looks like.

What happens next
01

Jake reads your note and replies directly, usually within a business day.

02

A short call to understand the bottleneck worth fixing first.

03

A straight answer and a useful first project - no pressure.