Most firms respond to AI risk with a policy document, a training session, or a cautionary email. These approaches share a fundamental problem:
That distinction matters enormously.
Research on error prevention in high-stakes professions consistently shows that behaviours change most reliably when attitudes are formed through direct personal experience rather than instruction alone. Trainees who encounter error situations early in their development are significantly more likely to treat errors as a real and ongoing risk — actively checking, questioning output, and seeking confirmation. Trainees who are only told about errors tend to rationalise them as unlikely.
The practical implication:
a trainee who has personally relied on a hallucinated citation, produced a draft that survived two read-throughs before the error surfaced, and seen the consequences play out — that trainee checks differently. Permanently.
BeSavvy embeds AI errors directly into simulations: hallucinated case citations, subtly incorrect clauses, plausible but fabricated due diligence findings. Trainees work with them exactly as they would in real life — drafting the advice, sending the email, submitting the review — and then see what happens next.
The goal is not to trick anyone.
It is to create the personal experience of getting it wrong in an environment where the consequences feel real but remain contained.
Consider a single AI-related error reaching a client: a hallucinated citation in an opinion, an incorrect clause in a drafted agreement, or a missed risk in a due diligence report.
| Scenario | Cost estimate | 50% probability reduction | Annual saving |
|---|---|---|---|
| Conservative error cost | £15,000 | 50% | £7,500 |
| Mid-range error cost | £35,000 | 50% | £17,500 |
| High-end error cost | £50,000 | 50% | £25,000 |
This is before accounting for the productivity gains from trainees who use AI tools more efficiently and require less supervision to validate their output.
The firms that will own the AI-era talent advantage are not those that told their juniors to be careful. They are those that made their juniors personally familiar with what carelessness costs — before it happened on a live matter.