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AI Training

The gap is not access. It is use.

According to Deloitte (2026, industry benchmark), 60% of European employees already have access to AI tools. Fewer than 60% use them daily. A workforce with the tools but not the habits is not an AI-ready workforce. The AI-Ready Operations programme closes that gap. It does not teach what AI is. It builds the habits and skills your team needs to run AI inside the workflows they already use.

30 minutes. No prep needed. We figure out fit together.

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Florin Cusmereanu · 12 years Tier-1 automotive · €70M die-cast portfolio · 3 years IT and AI deployment · every engagement delivered personally

Three levels. Built for where your team actually starts.

One training day does not produce AI fluency. It produces awareness. The World Economic Forum projects that 54% of manufacturing workers will need significant reskilling by 2030, with 37% of core job skills changing in the next 3–5 years (WEF, 2025, industry benchmark). The organisations getting ahead of this are running structured programmes. One-off events do not move the number.

Beginner

AI fluency and safe daily use

6–8 hours over 3–4 weeks (remote) or 1 intensive day on-site

Your team learns to prompt accurately, build and use custom AI assistants, and apply AI to the workflows they already run. No prior AI knowledge required. No coding.

Intermediate

AI power user and automation planning

Extended cohort format

Advanced prompting, automation mapping, and process design. Participants leave with a documented automation opportunity and the skills to take it forward.

Advanced

Hands-on automation implementation

Sold separately or as a step up from Intermediate

Practical build work using tools such as n8n. Suitable for AI Champions and technically capable team members who want to build, not just operate.

Levels are not prerequisites. Most teams start at Beginner. Some individuals enter at Intermediate. The scoping conversation identifies the right starting point.

10 role-based tracks

Generic AI training gives everyone the same examples. A quality engineer and a purchasing manager use AI differently because the work is different. Sending them both through the same session produces awareness, not capability. The AI-Ready Operations programme runs across 10 functional tracks, each built around the actual processes in that role.

  1. General — all employees
  2. Finance and Controlling
  3. HR
  4. Engineering (Product and Process)
  5. Quality
  6. Logistics and Supply Chain
  7. Purchasing
  8. Production, Operations and Maintenance
  9. Sales and Customer Service
  10. EHS and Compliance

Not every track runs in every engagement. The scoping conversation identifies which functions are in scope for the first cohort and how to sequence the rest.

For the people who set the direction and the people who sustain it

Decision Makers

Strategy, risk mapping, AI opportunity identification, and KPI planning for leadership. Decision Makers leave with a clear picture of where AI creates the most operational return in their organisation and what governance obligations follow. This is not an introduction to AI. It is a programme for the people who decide where AI goes and what it has to prove.

AI Champions

Adoption does not sustain itself. AI Champions are the internal change agents who keep momentum after the external engagement ends. The programme trains selected team members to run peer training, find new automation opportunities, and handle first-level AI support without escalating externally. Over time, this reduces the organisation's dependence on outside help and builds a capability that stays.

Full AI Champions enablement includes train-the-trainer content, governance design, and facilitation materials. Of everything in the AI-Ready Operations portfolio, it tends to deliver the longest return.

Two tangible outputs. Not a certificate.

The measure of a training programme is not what participants know at the end of the session. It is what they can do in week two.

Output 1

1 working AI tool

Built or configured during the programme for the work they actually do. Not a demo. Not a template from a slide deck. Something that runs.

Output 2

1 documented automation opportunity

A specific process in their workflow that they identified themselves, scoped enough to be ready for a build conversation.

If a participant finishes a session without both of these, the training has not delivered. That is the internal standard the programme is built around.

Quality track at a Tier-2 automotive supplier

The situation

A quality team of 8 at a European Tier-2 automotive supplier handles non-conformance reporting, 8D documentation, and quarterly audit preparation. Each 8D takes 2 to 3 hours to write from scratch. Audit prep runs across 3 to 4 full working days per quarter. The team is consistently behind on closing corrective actions because documentation eats the time they need for investigation.

What the training covered

The team ran a 1-day on-site Beginner session on the Quality track. The first half covered how to build an AI assistant trained on their internal quality templates, standard phrasing from past 8D reports, and their supplier classification system. The second half was hands-on: each participant built and tested their own quality assistant against a real, anonymized NCR from the past quarter.

What changed

By the end of the session, 3 team members had produced a structured 8D first draft in under 20 minutes. It still required human review and technical validation. But the starting point shifted from a blank document to something that needed editing. The team reported that corrective action cycles started moving faster in the weeks following.

The team also identified one automation opportunity during the afternoon: automatically generating the 8D initiation block from incoming quality alert data already in their QMS. That went into a written scope and was discussed in a follow-up call the following week.

Three ways to run the programme

Remote cohort

Per seat

Live sessions with a facilitator, delivered over 3–4 weeks. Best suited for distributed teams, cost-sensitive engagements, or when on-site time is not available.

Recommended

On-site workshop

Per day, up to 15 participants

Full immersion. Strongest when peer learning and team cohesion matter. On-site delivery produces higher completion and faster adoption than remote for most industrial teams.

Hybrid org licence

Up to 50 learners

A structured programme for a full function or department. Combines remote and on-site delivery, role-based track selection, and the AI Champions programme. Custom scoping for 50+ learners or multi-site deployment.

All formats are delivered by Florin personally. No handoff to junior trainers.

EU AI Act: already in force

Article 4 of the EU AI Act is already in force

Article 4 was not delayed by the Digital Omnibus. It has applied since February 2025. Article 4 requires organisations that deploy or operate AI systems to ensure their staff have sufficient AI literacy, defined in relation to how the AI is used, the level of autonomy of the systems, and the risk those systems carry.

For organisations with an EU AI Act obligation, the AI-Ready Operations programme builds documented, role-specific literacy that forms part of the evidence base for Article 4 compliance. For a full view of your compliance exposure, the AI Governance programmes cover classification, gap analysis, and documentation.

The questions worth asking before you commit

One-day training doesn't produce lasting change.

It does not. That is the premise the AI-Ready Operations programme is built around. The Beginner level runs over 3 to 4 weeks (remote), with spaced sessions designed to build habits rather than awareness. On-site delivery compresses the schedule into one intensive day, but participants leave with a working tool, not a workbook. The AI Champions programme exists precisely because external training alone does not sustain change.

How do we scale this across a large team or multiple sites?

The hybrid org licence covers up to 50 learners across a mix of remote and on-site delivery, with role-based track selection so each function gets content relevant to their work. For 50+ learners or multi-site deployment, the programme is scoped per engagement. The AI Champions element is built for this question. Once internal AI Champions are trained and enabled, they carry future cohorts, onboard new hires, and handle first-level AI support internally.

Start with where your team actually is

According to PwC and the Manufacturing Institute (2026, industry benchmark), 74% of operations leaders say frontline AI adoption is the decisive factor in whether AI investments deliver. The tools are not the constraint. The team is.

The discovery conversation maps your team's current AI fluency, identifies which tracks are most urgent, and designs a programme that fits your actual delivery constraints: budget, timing, and site availability.

Florin Cusmereanu, founder of AI Fluent

Florin Cusmereanu

Founder, AI Fluent

Florin Cușmereanu spent 12 years in Tier-1 automotive operations managing a EUR 70M annual die-cast portfolio across Europe, running supplier relationships and carrying quality accountability through OEM audit cycles across three continents. He moved to AI because the problems he had lived were exactly the ones most consultants couldn't diagnose from the outside. Every AI Fluent engagement is designed and delivered by Florin personally.

experience
12 years Tier-1 automotive
portfolio
EUR 70M annual die-cast
delivery
founder-led, every engagement

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