You will never run your company at 100% with AI, even if someone promised you would.
0 companies run at 100% on AI — yet that promise sold you ~3 tools you didn't need.
- A budget set on a myth
- Expectations no one can meet
AI ROI optimization
Your teams use AI everywhere. Your profitability has not moved.
Harmondale audits your AI, cuts what does not return value, and rebuilds use cases where it finally produces a measurable result.
value · spend gap
value AI spend
--:--:--local
23 signals intercepted this week
The Tower is watching
- 03:12OpenAI · API price +8% — passed through to Team plans
- 09:41Claude · code regression detected −16 pts (canaries)
- 11:05Mistral · incident resolved in 40 min — service nominal
- 14:07AI Act · GPAI deadline — D−41, 2 actions required
- 16:33Copilot · data policy changed — review in progress
- 18:20Opportunity · partial DeepSeek switch ≈ −€210/month
- 21:58Gemini · quota silently reduced on the Pro plan
- 23:44Stack scanned · 0 alerts that concern you tonight
Symptoms
Does this look like your company?
You invested in AI. The tools multiplied, the enthusiasm too. And yet something is off.
- 18
- symptoms on file
01 / 18
Symptom 1 of 18: You will never run your company at 100% with AI, even if someone promised you would.
The AI Control Tower
One room. Four watches.
While your teams work, the Tower watches everything moving around your AI tools — and only interrupts you when it costs you.
01Pricing · quotas · saving opportunities
Price
Every pricing, quota or limit change, translated into €/month for your declared stack.
+8%/seat in 6 months
02Canary evals · model drift
Quality
Our canaries measure models continuously — a silent regression never stays silent.
−16 pts detected on code
03Live status · incidents · degradations
Outages
Live status of your tools, impact estimated in blocked people, and confirmed incident resolution.
availability 99.2% · 30d
04AI Act · CNIL · data policies
Compliance
AI Act, CNIL, data policies: every deadline becomes a dated action, not a legal-watch newsletter.
J−41
next GPAI deadline
Without a control tower — the log of an AI adoption
D+03
The team is flying.
D+12
Roles start to blur.
D+25
Everyone rebuilds what exists.
D+47
“And what is all this returning?”
Logbook
D+03 · euphoria
Three AI tools adopted in one week
+38% felt velocity — nothing measured yet
27 people equipped, zero usage rules
Log: #general channel · “we are never going back”
D+12 · drift
Marketing ships code to production
2 senior-dev days burned on urgent fixes
Nobody reviews what the AI writes
Log: sprint retro · “who deployed this?”
D+25 · sprawl
A project lead re-codes the CRM — “but better” — with AI
4 duplicated internal tools · 0 maintenance plan
The original subscriptions keep running
Log: purchase request · 6th AI tool this month
D+47 · the reckoning
“And what is all this returning?”
The CFO’s question hangs unanswered.
That is the day they call us.
Without a control tower — the log of an AI adoption
D+03
The team is flying.
D+03 · euphoria
Three AI tools adopted in one week
+38% felt velocity — nothing measured yet
27 people equipped, zero usage rules
Log: #general channel · “we are never going back”
D+12
Roles start to blur.
D+12 · drift
Marketing ships code to production
2 senior-dev days burned on urgent fixes
Nobody reviews what the AI writes
Log: sprint retro · “who deployed this?”
D+25
Everyone rebuilds what exists.
D+25 · sprawl
A project lead re-codes the CRM — “but better” — with AI
4 duplicated internal tools · 0 maintenance plan
The original subscriptions keep running
Log: purchase request · 6th AI tool this month
D+47
“And what is all this returning?”
D+47 · the reckoning
“And what is all this returning?”
The CFO’s question hangs unanswered.
That is the day they call us.
Anatomy of the waste
The journey of a euro spent on AI.
It enters as budget on the left, then crosses your value chain. At each stage a share tears off and drops — only a fraction comes out as real value.
Ledger — for every €1 in
- Committed
- 0.00 €
- Leaks
- −0.00 €
- Measurable value
- 0.00 €
Of every €100 spent on AI, about €12 comes out as measurable value. · Hover a leak to see what escapes.
Anti-hype
What we do not do
- Refused 01
We do not sell you more AI.
- Refused 02
We do not replace your teams with prompts.
- Refused 03
We do not price a chatbot as a transformation.
- Refused 04
We do not confuse spectacular usage with real value.
- Refused 05
We do not measure success by the number of tools deployed.
What we keep
AI ROI is measured in value produced, not in subscriptions purchased.
Method
The Harmondale method
We do not sell more AI. We make the AI you already have profitable through measured steps.
01
AI audit
We inventory your tools, spend, and real AI usage team by team.
02
Value map
We separate what returns value from theater, then quantify waste.
03
Rationalization
We cut duplicates, consolidate tools, and close the leaks.
04
Useful redeployment
We rebuild workflows where AI produces a measurable business result.
05
Governance and measurement
We install value KPIs, guardrails, and adoption tracking over time.
Offers
Audit. Rationalize. Govern.
Missions to repair the ROI, and a Tower that keeps watch afterwards — billed like a subscription, not like a consultancy.
Mission 01AI ROI Audit
Audit.
Map where your AI costs, where it returns value, and where it leaks.
You have AI everywhere and still cannot say what it really returns.
- AI tools and spend inventory
- Real adoption versus theater map
- Leak and risk review
- Quantified waste
- 30/60/90-day rationalization plan
Mission 02Rationalization Sprint
Rationalize.
Cut AI waste and rebuild one high-ROI workflow.
You know where AI is wasting money and want to act quickly, cleanly.
- Tool consolidation
- Duplicate and dormant-seat removal
- Redesign of a key workflow
- Value KPIs
- Targeted team enablement
Mission 03AI Governance / AI Ops
Govern.
Keep value visible, contain leaks, and prevent role drift.
You want to keep control of AI over time.
- AI ROI dashboard
- Guardrails and permissions
- Usage policy
- Real adoption monitoring
- Role-drift prevention
And then
The Tower keeps watch.
Once the ROI is repaired, we do not leave you in the dark: the Tower watches prices, quality, outages, and deadlines — continuously.
Harmondale
AI Control Tower
Monthly subscription · cancel anytime
Starter
1 declared stack · price & outage alerts
29€/mo
Team★ most requested
Full stack · quality (canaries) · dated compliance
89€/mo
Business
Multi-team · custom thresholds · CFO export
249€/mo
What you get back: dated, quantified, sourced decisions.
Start with the diagnosticOptimization cases
See every caseReal bad uses, repaired by workflow
01 / 06
Trust
They trust us.
Resources
Open the libraryThe pages to read before funding more AI.
Audits, methods, and reports that turn a productivity feeling into a defensible budget decision.
FAQ
Frequently asked questions
Are you against AI?
No. We are against AI that costs money without returning value. Our work is to make your AI profitable: cut what wastes, keep what produces measurable value, and put measurement back where there was only excitement. Useful AI needs an owner, a clear use case, tracked cost, and an observable business result.
How do you measure AI ROI?
We first define what value means for each use case: time actually saved, cost per task, influenced revenue, quality improved, risk avoided, or capacity released. Then we compare those gains with the full cost: licenses, human time, maintenance, training, governance, and vendor dependency. Without that baseline, ROI is just a feeling.
We already have AI tools everywhere. Where should we start?
Start with a short, concrete AI ROI Audit. We list the tools, paid seats, real usage, teams involved, duplicates, possible leaks, and hidden costs. That lets us separate what should be kept, consolidated, stopped, or redeployed. The goal is not a large strategy diagram; it is a reliable first action map.
What is an AI leak?
A leak is value, money, or control escaping without being seen. It can be sensitive data sent into an unapproved tool, a subscription renewed without usage, vendor dependency becoming critical, or an automated workflow nobody can explain. We rank leaks by severity, cost, and effort to fix.
Will you remove our AI tools?
Not by default. We rationalize without breaking what works. A tool that creates measurable value, is adopted cleanly, and remains governable should be protected. But duplicates, unused seats, pilots that never shipped, and risky unmanaged usage should be consolidated or stopped with a clear transition for teams.
Free diagnostic
Find out what your AI really costs you.
A few questions about your tools, spend, and AI usage. You leave with a waste index, your leak sources, and the first thing to rationalize.