Expert × AI · Advanced · X2
Expert Judgment at the Frontier
Validation, calibration and accountability where AI is confidently wrong
- Duration
- 1 day · 9:00–17:00 (6.5h contact, incl. 2 coffee breaks + lunch)
- Participant level
- Intermediate: regular AI users
- Format
- Facilitated workshop with real domain cases
- Participants
- 6 included · 10 maximum (flexible group size)
- Prerequisite
- X1 (or equivalent senior standing)
- Ecosystem
- Your existing tools: exercises and demos on your real stack
- Price
- EUR 5,000 (EUR 450 per extra participant)
- Discovery Session
- On request
Amounts in EUR, excl. VAT.
ai-generatedWhat participants will be able to do
- Apply expert judgment to critically evaluate AI outputs in your domain
- Design a human-in-the-loop model for expert–AI collaboration
- Build a judgment calibration practice for your team
- Recognise and respond to AI overconfidence in your field
Tools & resources
What changes after this module
Experts can rigorously exercise the judgment that is now their scarcest, highest-value contribution, catching plausible-but-wrong AI output in their domain, resisting confident persuasion, and standing behind high-stakes decisions.
Who should attend
Senior specialists. Intermediate: regular AI users.
Programme
This agenda is indicative. Content, sequencing, and examples are adapted to your team's context, tools, and objectives.
Before you start
- A laptop and an approved AI assistant
- A set of real outputs or decisions from your domain to stress-test (anonymised)
- One genuinely high-stakes decision type you are accountable for
- Completion of X1
| 1 | 9:00–10:30 | Where your judgment is decisive: Mapping your domain’s jagged frontier: which questions AI handles reliably versus where it is confidently unreliable: and the tells. Hands-onBuild a first “reliable vs unreliable” map for your domain from a batch of real AI outputs: the map that tells your protocol what to validate hardest. |
| 10:30–10:45 · ☕ Coffee break | ||
| 2 | 10:45–12:30 | Persuasion bombing: The research finding (HBS) that the more professionals fact-check and push back on a confident LLM, the harder it works to persuade them of its original answer: how this "persuasion bombing" happens and how to resist it. Hands-onRun a validation session on seeded outputs (some wrong-but-persuasive) and log where the model nearly moved you off a correct call. |
| 12:30–13:30 · 🍽 Lunch break | ||
| 3 | 13:30–15:00 | Structured validation & trust calibration: Protocols for verifying AI work in your field: when to accept, when to verify, when to reject; evidence and source discipline. Hands-onWrite a validation protocol for the one high-stakes decision type you’ll carry through the day, and run a real case through it. |
| 15:00–15:15 · ☕ Coffee break | ||
| 4 | 15:15–16:15 | Accountability & the human sign-off: Being the named expert responsible for what ships; documenting your reasoning; the audit trail. Hands-onDesign your sign-off and reasoning record for a high-stakes decision so it withstands later scrutiny. |
| 5 | 16:15–17:00 | Your frontier kit: Consolidating the day into reusable tools. Hands-onFinalise your domain frontier map, validation protocol and a red-flag checklist for persuasive-but-wrong output. |
Deliverables
- Domain jagged-frontier map
- High-stakes validation protocol
- Persuasion-bombing red-flag checklist
- Sign-off + reasoning-record template
Interested in running this module for your team? Get in touch and we'll tailor the format, dates, and delivery to your context.
Request this trainingYour trainer
Senior expert
Deep experience validating AI output in high-stakes expert settings; research-grounded
Discovery Session
We also offer a Discovery Session: a 3-hour introduction to the core concepts. Given the breadth of this programme, we recommend the full training for the complete curriculum and extended practice.
3 hours · From €3,500 · Groups of 5 to 15 - On request
Request a Discovery SessionFrequent questions
Can modules be taken individually?
Yes. Every module stands alone at a fixed price, and every module counts toward a programme if you continue.
Where does training happen?
At your premises or remote, on your dates, for private cohorts. Open sessions run on a fixed monthly calendar.
Which AI tools do you train on?
Yours. Every module ships in four ecosystem editions and runs its exercises on your real stack.
Who delivers?
Inforca's senior consultants and trainers. Flagged modules and the executive track are delivered at senior-expert level.
Discuss this module in a First Call: fit, dates, and the path around it.
No commitment · our team responds within one business day