Questions we answer

Can we trust AI to act on its own?Governance and guardrailsWho allowed the AI to do that?Identity travels with every requestCan someone talk the AI into something risky?Risk-graded autonomyCan we see who did what, and why?One thread from request to resultWhere are the keys kept?One vault, no shared secretsWhy did the AI bill jump, and who spent it?One counted doorwayIs every task getting the right model?Right model, right taskWhat if our AI vendor goes down or raises its price?No single point of supplyAre we paying for tools that do the same job?One tool per jobDoes the AI forget everything between conversations?Governed shared memoryIs this producing real work, or just answers?The digital factoryWhich work should run itself?Managed, not scriptedCan we get more from the Copilot licences we already pay for?Copilot proposes, the platform verifiesWill people actually use it?Meet people where they workHow much time do people lose sorting inbound information?Intake to insight, untouchedCan the same platform run a real business?One governed foundation for every productWhat happens when it breaks at night?Detect, fix, escalateWhere is the list of what is open, and who owns it?One list, closed with evidenceCould we recover if we lost everything?Proven by restoringCan you prove it to an auditor?Challenge before acceptanceDoes it get better over time, or just older?Every lesson becomes a ruleWill this still work after the next upgrade?Clean Core for AIDo our documents match what is actually running?Documentation as a by-productCan we trust AI to act on its own?Governance and guardrailsWho allowed the AI to do that?Identity travels with every requestCan someone talk the AI into something risky?Risk-graded autonomyCan we see who did what, and why?One thread from request to resultWhere are the keys kept?One vault, no shared secretsWhy did the AI bill jump, and who spent it?One counted doorwayIs every task getting the right model?Right model, right taskWhat if our AI vendor goes down or raises its price?No single point of supplyAre we paying for tools that do the same job?One tool per jobDoes the AI forget everything between conversations?Governed shared memoryIs this producing real work, or just answers?The digital factoryWhich work should run itself?Managed, not scriptedCan we get more from the Copilot licences we already pay for?Copilot proposes, the platform verifiesWill people actually use it?Meet people where they workHow much time do people lose sorting inbound information?Intake to insight, untouchedCan the same platform run a real business?One governed foundation for every productWhat happens when it breaks at night?Detect, fix, escalateWhere is the list of what is open, and who owns it?One list, closed with evidenceCould we recover if we lost everything?Proven by restoringCan you prove it to an auditor?Challenge before acceptanceDoes it get better over time, or just older?Every lesson becomes a ruleWill this still work after the next upgrade?Clean Core for AIDo our documents match what is actually running?Documentation as a by-product

The business question · Intake-to-report automation

“How much time do people lose sorting inbound information?”

The concept

Intake to insight, untouched

Information flows from arrival to a finished report with no manual handling.

How it works: A scheduled pipeline gathers inbound items, removes duplicates, scores them into lists the business already uses and writes a daily briefing.
Why it matters: Manual sorting disappears, and the same pattern fits sales leads, vendor bids or service tickets.
The result: It runs every day without anyone touching it, from the first alert to the morning briefing.

See it workingIntake to insight, untouchedAnimation

A scheduled pipeline gathers inbound items, removes duplicates, scores them into lists the business already uses and writes a daily briefing. Animated from the platform's real setup.

The business problem

Inbound information piles up faster than people can sort it.

Teams drown in inbound alerts, emails and lists that someone has to read, sort and summarize by hand. A daily flow of opportunities arrived by email and from outside sources, full of duplicates and with no single record.

▶ Watch the answer: What if your AI vendor changes the rules?

Why this concept

A scheduled pipeline with SharePoint lists as the single record and a written briefing as the output

Lists the business already uses become the record, so the result is visible without new software.

Also considered

A person reads and sorts everything

How it works

Intake to insight, untouched

Inbound

Alerts, emails and outside sources

Clean

Duplicates removed

Score

Ranked into lists the business uses

Briefing

Written and delivered every morning

Result

No manual sorting

What we put in place

A service signs in on its own and gathers new items from email alerts and outside sources.
Items are cleaned, de-duplicated and stored in SharePoint lists.
Each item is scored, a short list is kept, and a morning briefing is written and delivered.
The pipeline watches its own health and reports any step that did not run.

The result

Before

Inbound information piles up faster than people can sort it.

After

It runs every day without anyone touching it, from the first alert to the morning briefing.

I turn repetitive knowledge work into a governed pipeline with a visible output.

In your organization

The same design fits sales leads, vendor bids, requests for proposal or service tickets.

Related case studies

The digital factory

“Is this producing real work, or just answers?”

The conceptThe digital factory

Read the case study

Managed automation

“Which work should run itself?”

The conceptManaged, not scripted

Read the case study

Next case study

One governed foundation for every product

Lessons learned

Contact

Looking for someone to lead AI from pilot to production?

I would be glad to walk you through any part of this live and talk about the role you have in mind.

Email me LinkedIn One-page brief

j.walters@erpaiintegration.com

Go deeper: Lessons · The journey · How it’s built · Live health