Upskill Your Own Developers. Nobody Gets Hired.
A genuinely separate product from the marketplace side of this site: workshops and coaching that teach your existing team to use AI coding tools well and review AI output critically.
Two Ways Teams Get This Wrong Without Help
Left to figure it out alone, developers tend toward one of two failure modes. Some use AI tools carelessly and start shipping confident-looking code that is subtly wrong — a broken auth check, a race condition, a query that only fails once the table grows. Others get scared off entirely after one bad experience and stop using the tools at all, losing a genuine speed benefit out of caution.
Both patterns are common, and both are faster to fix with structured training than with a whole team learning by trial and error on production code.
What a Workshop Actually Covers
Not a generic "how to use AI" overview. Material built around the specific ways AI-assisted development goes wrong in practice.
Effective prompting
Prompting for real engineering tasks — giving enough context, constraining scope, asking for the reasoning behind a suggestion, not just the code.
Reviewing critically
Treating AI output as a first draft from an eager but unreliable junior, not a finished answer to rubber-stamp because it compiles.
Knowing when not to
Recognising the tasks — security-sensitive logic, unfamiliar domains, anything where a wrong answer is expensive — where reaching for an AI tool costs more than it saves.
Recognising failure modes
The specific, recurring patterns AI-generated code produces — plausible logic errors, quietly missing edge cases, security gaps that pass a glance but not a careful read.
Single Session, Short Series, or Ongoing Coaching
Depth depends on team size and how far you want the change to go.
A single workshop
A focused introduction — prompting, critical review and the main failure modes, covered in one session. Good for a smaller team or a first pass before deciding whether to go deeper.
A short workshop series
The same ground covered over a few sessions with practice in between, so the material has time to become habit rather than a one-off talk people forget by Friday.
Ongoing coaching
Sitting alongside your team on real work over a longer period — live code review, pairing on genuinely tricky tasks, adjusting the norms as the team's own patterns become clear.
Built From Vetting, Not a Slide Deck
What separates this from a generic AI training course.
Taught from theory and vendor material
- Often built around a specific vendor's product rather than the discipline of using any AI tool well.
- Failure modes described in the abstract, not drawn from evaluating real developer output.
Taught by people who vet this exact axis for a living
- We evaluate AI-assisted work as part of our marketplace vetting, so the curriculum reflects patterns we actually see, not ones we guessed at.
- Tool-agnostic: about the discipline of using AI assistance well, not one vendor's feature set.
Questions About Team Training
Is this a hiring service, or does it replace our developers?
Neither. Nobody is hired and nobody is replaced. Your existing developers keep their roles; the training teaches them to use AI coding tools better and review AI output more critically. It is a genuinely separate product from the marketplace side of this site.
Why do teams ask for this instead of letting developers figure it out on their own?
Because "figuring it out" usually produces one of two outcomes: developers using AI tools carelessly and shipping confident-looking bugs, or developers avoiding the tools out of caution and losing the genuine speed benefit. Both are common, and both are fixable faster with structured training than with trial and error across a whole team.
What does a workshop actually cover?
Effective prompting for real engineering tasks, how to review AI-generated output critically rather than rubber-stamping it, when NOT to reach for an AI tool at all, and the specific, recurring failure modes AI-generated code tends to produce — plausible-looking logic errors, security gaps, and code that passes a glance but not a careful read.
What formats are available?
A single workshop for a focused introduction, a short series that builds up the material over a few sessions, or ongoing coaching where we sit alongside your team on real work over a longer period. Which one fits depends on team size and how deep you want the change to go.
How is this different from a generic AI training course?
Most generic AI training is taught by people who have not spent time evaluating whether a developer's AI-assisted work is actually good. We vet developers on exactly that axis for a living, which means the training is built around real failure patterns we see in evaluations, not a generic slide deck about prompting.
Can training lead into hiring, or the other way around?
They can sit alongside each other — some clients train their existing team and separately hire through the marketplace for extra capacity — but one is never a prerequisite for the other, and we will not push a hiring conversation into a training enquiry.
Want Your Team Using AI Tools Well?
Tell us your team size and what you want out of it. We propose a format and a call to scope it.