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 · Tool rationalization

“Are we paying for tools that do the same job?”

The concept

One tool per job

Overlapping tools are retired so every job has one owner and one place to look.

How it works: One register lists every tool and its job; overlaps are retired, and nothing is removed while something still depends on it.
Why it matters: Licence spend and the number of places things can break both fall, without breaking anything that still matters.
The result: Every tool has a job, duplicates are gone, and the register shows what was retired and why.

See it workingOne tool per jobAnimation

One register lists every tool and its job; overlaps are retired, and nothing is removed while something still depends on it. Animated from the platform's real setup.

The business problem

Overlapping tools cost money and attention.

AI programs collect tools quickly: several dashboards, several task lists, several ways to send an alert. Each one costs money and attention. The platform had grown overlapping consoles, several task lists, separate morning reports and more than one alert source.

▶ Watch the answer: Why does the AI bill keep climbing?

Why this concept

Application rationalization: one register, one tool per job, and a keep-guard before anything is retired

It is the same discipline as SAP application rationalization: fewer, better tools, retired safely.

Also considered

Keep everything in case it is needed
Delete whatever looks old

How it works

One tool per job

Register

Every tool and its job

Overlaps

Found and compared

Keep-guard

Nothing still needed is removed

Retire

Duplicates switched off

Result

One tool per job

What we put in place

Built one register of every app and service, including the retired ones and what replaced them.
Replaced overlapping consoles with one command centre in Teams, and several task lists with one Planner board.
Merged separate morning reports into one brief, and several alert sources into one incident system.
Added a scanner that flags anything new that the register does not know about.

The result

Before

Overlapping tools cost money and attention.

After

Every tool has a job, duplicates are gone, and the register shows what was retired and why.

I bring application rationalization from ERP into AI, where tool sprawl grows fastest.

In your organization

A leaner AI estate with lower licence cost and fewer places for things to break.

Related case studies

Cost control

“Why did the AI bill jump, and who spent it?”

The conceptOne counted doorway

Read the case study

Model routing

“Is every task getting the right model?”

The conceptRight model, right task

Read the case study

Next case study

Governed shared memory

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