Stop workslop. Teach people to check, fix and stand behind AI-assisted work.
Evaluating AI Output Quality is a complete 2-day, hands-on workshop: participants practise on realistic AI outputs seeded with real failure modes — fabricated sources, wrong numbers, weak reasoning, risky content — and build fast verification habits and a team quality protocol. Built on the CHECK Model, ready to brand and deliver.
- 2 days · 14 contact hours — or 4 virtual half-days
- Seeded-error labs with answer keys: participants see exactly what they caught and missed
- Fast techniques: claim extraction, lateral reading, recalculation, reasoning review
- For every AI user — individual contributors, managers and reviewers
Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work Trainer Toolkit by Bodhih Training — built on programmes delivered to 2,000+ companies since 2008.
The workshop is on the calendar. The material isn’t.
People don’t check AI output
In 2026 surveys, about a third of workers said they rarely review AI output before using it.
Workslop is eroding trust
More than half of US employees said they had received polished-but-empty AI work from a manager.
Errors look more convincing than ever
Fabricated citations and wrong numbers arrive in perfect formatting — and get sent.
Picture the evening before your programme.
Picture the first five minutes. Your participants have 90 seconds to find the flaws in a short AI answer. Most find one of three. The room goes quiet.
By lunch they are extracting claims, opening every citation and finding the source that doesn’t exist. In the afternoon they catch a percentage that should have been percentage points and a total that adds up to 104%.
On Day 2 they critique an AI recommendation that agreed too easily, scan an apology email that leaked another customer’s data, and decide what to keep, fix or reject. At the close, they repeat the 90-second test — and most double their catch rate.
And you become the trainer who makes AI-assisted work trustworthy.
What you will deliver
A complete design, sequenced and timed — so every session has a purpose and every activity lands.
- Framework
- The CHECK Model — Clarify · Hunt · Examine · Consider · Keep/Fix/Reject
- Length
- 2 days (or 4 virtual half-days)
- Labs
- Seeded-error outputs with answer keys
- Audience
- All AI users, managers and reviewers
- Group size
- Optimal 12–20, max 24
- Tools
- Tool-agnostic
Why AI Output Fails — and What “Good” Looks Like
Hallucination, workslop, plausible-but-wrong; defining quality for your own outputs.
Match the Review to the Risk
Light, standard and deep review; stakes, audience, reversibility; who signs off.
Hunt for Errors: Facts, Sources and Quotes
Lateral reading, tracing claims to sources, checking citations and quotes, recognising fabricated references.
Numbers, Data and Calculations
Recalculating, sense-checking magnitudes, units, dates, totals, and spreadsheet outputs.
Examine the Reasoning and Fit for Purpose
Logic, missing perspectives, unsupported conclusions, overconfidence, does it answer the real question.
Consider Bias, Tone, Confidentiality and IP
Biased or exclusionary content, tone for audience, leaked data, copyright and attribution.
Keep, Fix or Reject — and Prompt for Checkable Output
Decision rules, fixing efficiently, disclosure, feedback to colleagues, prompts that make verification easier.
Capstone: Your Team AI Quality Protocol
Standards, review levels, checklists, sign-off and measures for a team.
Everything for the room. Nothing left to build.
Unlocks the moment you pay. Until then, here is exactly what you will be downloading.
To deliver
- Facilitator Guide with scripts, seeded-error labs and answer keys
- Main Slide Deck plus Simple Backup Deck
- Virtual Delivery Guide
For participants
- Participant Workbook with all 8 artefacts
- Pre-Work including a source-check exercise
- Role-Play Scenario Pack — 6 scenarios + 10 CHECK prompt cards
- Case Studies — 7 cases with model answers
- Quick Reference Cards
To measure
- Assessment Instruments with answer keys
- Participant Feedback Form
- Certificate Template
To design & sell
- Training Design Document with customisation guide
- Marketing Toolkit
What your participants will be able to do
Designed for knowledge workers who use AI every week; managers who receive AI-assisted work and reviewers in quality, compliance and analysis roles.
- Explain why AI produces confident errors and workslop
- Match review effort to risk
- Verify facts, sources and quotes quickly
- Check numbers and calculations
- Critique reasoning and spot omissions
- Scan for bias, tone, confidentiality and IP
- Make keep/fix/reject decisions and disclose AI use
- Implement a team AI quality protocol
Walk in with data. Walk out with proof.
Trainers who measure before and after design sharper sessions — and get rebooked. AssessAll, our sister assessment platform, has assessments that sit naturally alongside this programme.
Walk in knowing where every participant starts.
Pair Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work with an AssessAll assessment. Participants take it before the workshop, so you can tune the emphasis to the room; they retake it afterwards, so you can show the client what actually moved. Better-targeted sessions, and evidence that wins the next booking.
- Everyday AI Judgment at WorkView assessment ↗
- Critical Reasoning & Argument EvaluationView assessment ↗
- Critical Thinking & Problem SolvingView assessment ↗
Nothing quite fits? Create your own assessment on AssessAll, or ask the AssessAll team to build one around this programme’s objectives for you.
That is the design work already done for you — research, session plans, slides, activities and assessments. Spend it facilitating, selling your next programme, or simply switching off.
The honest comparison
| Building it yourself | This toolkit | |
|---|---|---|
| Time to a deliverable programme | 100+ hours | Ready today |
| Practice material | Create and seed errors yourself | Seeded-error labs with answer keys |
| Method | Generic critical thinking | CHECK Model for AI failure modes |
| Team adoption | Left to participants | Team AI Quality Protocol capstone |
| Measurement | Build yourself | Before/after catch rate + Level 3 checklist |
Made for people who stand at the front of the room
Organisation-wide AI rollout
Pair AI adoption with the checking skills that protect quality.
Professional services
Protect client deliverables from fabricated sources and wrong numbers.
Managers and leaders
Raise the standard of AI-assisted work — starting at the top.
18 years in real training rooms, packaged for yours.
Bodhih Training has designed and delivered corporate programmes since 2008 — for first-time managers, sales teams, leadership cohorts and whole organisations. These toolkits are that reach, distilled: the structures, activities and materials that hold up in front of real participants, written so another trainer can pick them up and deliver with confidence.
Three steps from here to the room
- STEP 1
Buy in two minutes
Name, email, pay with UPI, card or netbanking. No account to create.
- STEP 2
Download instantly
Your download page opens at once, and a permanent link lands in your inbox.
- STEP 3
Brand it and deliver
Every file is editable Word or PowerPoint. Add your logo, your examples, and run it.
Make AI-assisted work trustworthy.
Download the complete programme today and give teams the judgement to check, fix and own what AI helps them produce.
Licensed to the buyer to deliver this programme to their own participants and clients, in person or online, and to adapt and brand the material. Reselling or redistributing the files is not permitted.
The rest of the Bodhih family, when you need it
Make the workshop last beyond the room
A workshop is two days; the behaviour change takes months. Jobulary turns assessment evidence into a focused individual development plan (IDP) — a few quarterly objectives built on real work, re-measured honestly. Give every Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work participant a plan to carry forward.
IDPs are launching soon — the working demo is free to explore now, no sign-up.
Rather have us deliver it?
If you want Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work run for your organisation by Bodhih Training’s own facilitators — in person, live virtual or blended, customised to your context — we deliver it end to end.
solutions@bodhih.com · +91 99000 11601. Building your own facilitation skills? See Bodhih’s Train the Trainer certification.
What buyers say
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Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work toolkit — FAQs
Already bought? Resend my linkWhat does evaluating AI output quality training cover?
Why AI output fails, matching review to risk, verifying facts, sources and numbers, critiquing reasoning, scanning for bias, tone, confidentiality and IP, keep/fix/reject decisions, disclosure, and a team quality protocol.
What is workslop?
AI-generated work that looks polished but lacks accuracy, substance or proper review. The programme teaches people to recognise it and avoid producing it.
Who should attend?
Anyone who uses AI at work or receives AI-assisted work — individual contributors, managers and reviewers.
Is it tied to a specific AI tool?
No. The CHECK Model applies to output from any AI assistant.
Can it be delivered online?
Yes — labs run as shared documents with timed answer-key reveals.
What exactly do I get in the Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work trainer toolkit?
14 editable files: Training Design Document, Facilitator Guide, Slide Deck — Simple Backup, Slide Deck — Main, Virtual Delivery Guide, Participant Workbook, Pre-Work Material, Case Studies, Role-Play Scenario Pack, Quick Reference Cards, Assessment Instruments, Participant Feedback Form, Certificate Template, Marketing Toolkit. Word and PowerPoint formats, so you can add your own branding and examples — and a single ZIP to download everything at once.
How much does the Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work toolkit cost?
₹3,999 including 18% GST for buyers in India, or $39 for buyers outside India. One-time payment, no subscription, with an automatic invoice.
How and when do I receive the files?
Immediately. Your download page opens the moment payment succeeds, and a permanent download link is emailed to you. The link works from any device without a password.
Can I deliver this programme to my clients and put my own logo on it?
Licensed to the buyer to deliver this programme to their own participants and clients, in person or online, and to adapt and brand the material. Reselling or redistributing the files is not permitted.
How can I measure what participants learn in Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work?
The toolkit includes its own assessment instruments and feedback form. For a scored pre- and post-workshop measure, pair it with an assessment from AssessAll, Bodhih's sister assessment platform — for example Everyday AI Judgment at Work or Critical Reasoning & Argument Evaluation. If nothing fits, you can build your own assessment on AssessAll or ask the AssessAll team to create one for you.
Can Bodhih Training deliver the Evaluating AI Output Quality: Check, Correct and Trust AI-Generated Work programme for my organisation?
Yes. Bodhih Training (bodhih.com) can facilitate the programme in person, live virtual or blended, customised to your context. Contact solutions@bodhih.com or +91 99000 11601.
How long is the programme?
2 days · 14 contact hours · in-person, virtual or 4 half-days. The facilitator guide shows how to run it as designed, and the virtual delivery guide adapts it for online sessions.