Justin McKelvey
Ran snowboard shops. Taught myself to code. Now I build AI that does real work.
AI Training for Employees (2026): What to Teach Whom, in What Order, and What a 50-Person Rollout Really Costs
AI training for employees works when it is short, tied to your own rules, and done on real work. Give everyone about 90 minutes (the rules, the approved tool, three tasks on their own documents), give managers about two more hours, and give one person in ten about half a day more so they can answer the team's questions. For a 50-person company that's roughly 120 hours of staff time, which is the real cost; the course is the cheap part. Below: who learns what, in what order, what it costs, and what the EU AI Act's literacy article actually says now.
Why most AI training for employees doesn't stick
The usual version: a vendor webinar, a link to a video course, and a message that says "go explore." Two weeks later, three people use the tool daily, everyone else is back to how they worked before, and somebody is pasting client data into a personal account because the approved one never got set up.
The training failed for three boring reasons. Nobody told people what they're allowed to put in the tool. Nobody practiced on their own work. And nobody owned the questions that came up the following Tuesday. Fix those three and the content of the course matters much less than you'd think.
What to teach, by role
| Who | Time | What they learn | Done when |
|---|---|---|---|
| Everyone | About 90 minutes | The rules (approved tool, the never-paste list, who signs off), how to start a conversation with context, and three tasks from their own week: a draft, a summary, a rewrite | They've done all three on real documents and can say what never goes in |
| Managers | About 2 more hours | Which of the team's tasks AI takes first, how output gets checked before it leaves the building, how to spot a task that shouldn't be automated | Each manager has a written list of two or three team tasks and a check for each |
| Champions (about 1 in 10) | About half a day more | Shared projects and instructions, connecting the tool to company files, a small library of prompts the team actually uses | They can answer "can I paste this?" and "how do I do X?" without escalating |
The manager layer is the one companies skip, and it's the one that decides whether anything changes. A manager who hasn't decided which tasks move to AI will keep assigning work the old way. The management side of this is its own topic, and I've written it up in AI for managers.
The order: four weeks, not one workshop
- Week 1: rules and the first task. Send the one-page policy before the session, not after. The template I give clients is the one-page AI acceptable use policy. Then 45 minutes in the tool on one real task.
- Week 2: the second task. Same people, a different kind of work. Ask each person to bring the most annoying recurring document they touch.
- Week 3: the third task, plus managers. Managers do their two hours this week, once their team has something to show.
- Week 4: a 30-minute review. What worked, what got blocked, which questions the champions keep answering. Those questions become next quarter's training.
Spreading it out costs the same number of hours as a one-day workshop. The difference is that people go back to their desks between sessions and actually use the thing.
What AI training for a 50-person company actually costs
Here is the math on the plan above. The hourly figure is a placeholder; put in your own loaded cost.
| Group | People | Hours each | Total hours |
|---|---|---|---|
| Everyone (baseline) | 50 | 1.5 | 75 |
| Managers (on top) | 8 | 2 | 16 |
| Champions (on top) | 5 | 4 | 20 |
| Week-4 review (leads only) | 18 | 0.5 | 9 |
| Total | 120 hours |
At an assumed $40 an hour loaded, that's about $4,800 of staff time. Compare that with the course itself: my own team option, The Shop, is $397 for the first seat plus $97 for each teammate, so a 25-person group is $2,725. The tool seats run on top; Claude Team is $20 per seat per month billed annually (the full plan breakdown is on Claude Team plan), so 50 seats is $12,000 a year. Put those three numbers next to each other and the lesson is obvious: the expensive mistake isn't overpaying for a course, it's paying for 50 seats and 120 hours and getting three daily users out of it.
If your company runs on Microsoft 365, the Copilot-specific version of this, including Microsoft's own free material, is in Microsoft Copilot training.
AI literacy training: what the EU AI Act says now
A lot of "AI literacy training" searches trace back to Article 4 of the EU AI Act. The 2024 text said providers and deployers of AI systems "shall take measures to ensure, to their best extent, a sufficient level of AI literacy" of their staff. The version shown on the Act explorer today is marked amended and reads that they "shall take measures to support the development of AI literacy" of their staff, adding that this "does not require providers or deployers to guarantee any specific level of AI literacy" of any individual.
Two practical points for a US company. First, this only matters to you if you provide or use AI systems in the EU; most 50-person US firms don't, and should ask counsel rather than assume. Second, even where it applies, the plan above (written rules, training matched to each person's role, a record of who did it) is the kind of evidence you'd want anyway. Keep a simple sign-off sheet with names and dates. It costs nothing and it's the first thing anyone asks for.
Who can train a 50-person team on AI?
That's work I do. Right now I'm helping a national trade association roll out AI to about 50 staff, and the order above is the order I use. For up to 25 people on Claude, the lightest option is The Shop's team seats ($397 plus $97 per teammate, everyone with their own sign-in and progress), and that's the core of my AI training for employees. Above 25, or on ChatGPT or Copilot, the training happens inside a setup: the tool configured on your real files, then a 60-minute session for the team, from $4,500 and about two weeks. A larger organization, several departments or 50+ staff, starts with the AI Readiness Assessment ($2,500 flat, a written plan in two weeks) and gets a written custom scope from there. If you're not sure which fits, the first 30-minute call is free.
What to do this week
Write down the names of the 10 to 25 people who'd use an AI tool every day if they had one. That's your first training group. Then check whether every one of them has a seat in an approved business tool. If any of them don't, fix that before you book a single session, because training without a seat is how a company ends up teaching people to use their personal accounts.
Sources
- Search demand: DataForSEO keyword overview, United States, English (read October 12, 2026): "ai training for employees" 320 Google searches a month, keyword difficulty 3; "ai literacy training" 320, keyword difficulty 25.
- EU AI Act, Article 4 (AI literacy), artificialintelligenceact.eu/article/4 (read October 12, 2026; the page shows the amended text alongside the original wording).
- Anthropic, Claude pricing, claude.com/pricing (read October 12, 2026): Team standard seat $20 per seat per month billed annually, $25 monthly.
- The Shop team seats, setup and Assessment prices: justinmckelvey.com/ai-training, /ai-implementation and /assessment, as published October 12, 2026.
- The hours in the plan and the $40 hourly figure are planning assumptions, labeled as such; no training outcome statistics are quoted on this page.
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Frequently Asked Questions
- How do you train employees to use AI?
- Train in three layers. Everyone gets about 90 minutes: the company's rules (which tool, what never goes in it, who signs off), then three real tasks done on their own documents in the approved tool. Managers get roughly two more hours on deciding which tasks AI takes and how output gets checked. A few champions, about one in ten people, get half a day more so the questions stop landing on one person. Generic video courses on their own rarely change how people work; practice on real work does.
- How long does AI training for employees take?
- About 90 minutes per person for the baseline, plus about two hours for managers and about four for champions. Spread it over four weeks: the rules and one task in week one, a second and third task in weeks two and three, and a 30-minute review of what's working in week four. A one-day workshop is faster to schedule but most of it is forgotten by the next Monday.
- How much does AI training for employees cost?
- The course is usually the cheap part. For 50 people on the plan above, the staff time is about 120 hours, which at a $40 loaded hourly cost (swap in your own) is about $4,800. Course prices vary: my own team option, The Shop, is $397 for your seat plus $97 per teammate for 2 to 25 people ($2,725 for 25). Tool seats are separate; Claude Team, for example, is $20 per seat per month billed annually.
- Is AI literacy training required by law?
- In the United States there is no general federal requirement as of October 2026. In the EU, Article 4 of the AI Act covers AI literacy for companies that provide or use AI systems; the version shown on the Act explorer today is marked amended and says they 'shall take measures to support the development of AI literacy' of their staff, without requiring a specific level for any individual. If you have EU staff or customers, ask counsel what that means for you.
- Should we train everyone or just a pilot group?
- Start with a group of 10 to 25 who will use the tool daily, including at least one manager and the person who owns your policy. Train them, run a month of real work, then train everyone else with examples from your own company instead of generic ones. Training people before they have a seat in an approved tool mostly teaches them to use personal accounts.
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Written by
Justin McKelvey
I spent 12 years running snowboard and mountain-bike shops in Colorado, then taught myself to code. Since then: 50+ products shipped, Head of Product at a national sports platform, CTO at an AI startup. Now I put AI to work in real businesses in Austin, TX and remote, and write down what actually works.
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