Implementing AI in the companyChecklist, roadmap, and ROI to move forward.
An operational guide to scope, prototype, and deploy secure AI.

Assess your AI maturity
Answer a few questions and get your priority next actions.
Step 1/3
Profile
30 seconds to scope your case.
Step 2/3
Checklist
Answer a few targeted questions.
Step 3/3
Result
Live score + full report.
What is your profile?
Choose the category that fits you best.
Estimate your return on investment
Simulate the annual impact based on your profile.
Annual net savings
€19,836
Before AI costs: €40,320
Annual AI cost
€20,484
ROI
96.8%
Payback
5.6 months
Monthly AI budget
€1,800
LLM operating cost
≈ €62
Shared setup (~€50) up to 30 employees.
Total monthly cost
≈ €1,862
• Results are estimates and should be validated during scoping.
• ROI depends strongly on adoption and data quality.
• Savings from discontinued subscriptions are not included.
• If you already have infrastructure, server cost can be zero.
Three profiles, three paths
Pick your starting point.
Solo-preneur
Save time and structure the activity.
Executive / Manager
Steer AI strategy and ROI.
CTO / IT
Secure, industrialize, and integrate.
A four-step method
From audit to secure deployment.
- 01
Audit & scoping
- 02
Leverage existing solution
- 03
Targeted prototype
- 04
Deployment & adoption
Prioritize AI initiatives
Impact vs effort matrix.
Quick wins
Writing & summarizationCustomer supportReportingStrategic projects
Research & data analysisSupply chain optimizationData-driven analysisInternal optimizations
HR automationFinance & complianceQuality & auditExplorations
New AI productsBusiness copilotsAutonomous agents
Reduce LLM costs
Compare Business and API offers for the same volume.
Assumptions for comparison:
Support & FAQ
Annual savings: $7,704.00
ChatGPT Business
$25/user/month
Premium API
e.g. GPT-4.1
Optimized API
e.g. Mistral 8B
Summaries & reporting
Annual savings: $5,112.00
ChatGPT Business
$25/user/month
Premium API
e.g. GPT-4.1
Optimized API
e.g. Mistral 8B
Classification & routing
Annual savings: $7,704.00
ChatGPT Business
$25/user/month
Premium API
e.g. GPT-4.1
Optimized API
e.g. Mistral 8B
Extraction & structuring
Annual savings: $5,112.00
ChatGPT Business
$25/user/month
Premium API
e.g. GPT-4.1
Optimized API
e.g. Mistral 8B
Calculations based on $25.00 per Business license. Adjust for your volume.
Compliant and secure AI
Governance, isolation, and traceability.
Data isolation
Dedicated environments and segmented access.
Access management
Roles, permissions, and audits.
Controlled hosting
Private, sovereign, or on-premise cloud.
Sources & traceability
Citations and logs to limit hallucinations.
Your frequent questions
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