Get your data ready before you bet on AI.
Data Readiness for AI equips business teams to map which data their AI depends on, inventory data and documents, measure quality by dimension, fix root causes at the source, name owners and stewards, apply purpose, privacy and fairness checks and decide on evidence whether data is ready — and keep it ready. Built on the TRUST Model with a running case. No coding required.
- Profile a dataset with duplicates, 340 model variants and missing dates
- Watch the data being entered — and fix the form
- Settle an “active customer” definition dispute
- Decide go, fix first or not yet for two AI use cases
Data Readiness for AI: Data Quality & Stewardship 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.
AI on shaky data
Models and assistants built on unchecked data.
Endless clean-ups
The same mess every month.
No owners
Two definitions, two years of argument.
Picture the evening before your programme.
Participants map AI dependencies, inventory data and documents, profile quality in spreadsheets, trace root causes, design stewardship roles, check privacy and fairness, rate readiness and present a readiness plan.
What you will deliver
A complete design, sequenced and timed — so every session has a purpose and every activity lands.
- Framework
- The TRUST Model
- Versions
- 1-day or 2-day
- Running case
- Penrose Home Services (fictional)
Why AI Depends on Data
Garbage in, garbage out; how data feeds analytics, machine learning and generative AI (including retrieval); business cost of poor data.
Knowing Your Data: Inventory and Lineage
Critical data elements, sources, owners, lineage, documents and knowledge bases, metadata basics.
Data Quality Dimensions and Profiling
Accuracy, completeness, consistency, timeliness, validity, uniqueness; simple profiling in a spreadsheet.
Fixing Problems at the Source
Root causes of bad data, process fixes vs clean-ups, validation rules, data entry design.
Data Stewardship: Roles and Responsibilities
Owners, stewards, custodians, consumers; decision rights; business glossary; issue management.
Privacy, Security and Responsible Use
Personal and sensitive data, consent and purpose, minimisation, access control, retention, bias in data.
Making Data AI-Ready and Keeping It That Way
Readiness criteria for a use case, documents for retrieval, freshness, monitoring and quality KPIs.
Capstone: Data Readiness Plan for an AI Use Case
Integrated readiness plan for a real use case.
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 worked examples
- Slide Deck (33 slides) + simple backup deck
- Virtual Delivery Guide
For participants
- Workbook with 8 artefacts and the Penrose case
- Pre-Work
- Role-Play Pack — 8 scenarios + 12 challenge cards
- Case Studies — 7 cases with analysis
- Quick Reference Cards
To measure
- Assessment Instruments (30 MCQs + 6 T/F with rationales)
- Feedback Form
- Certificate
To design & sell
- Training Design Document
- Marketing Toolkit
What your participants will be able to do
Designed for data owners and stewards; process owners and managers and analysts and IT business partners.
- Map data to AI outcomes
- Inventory data and documents
- Measure quality by dimension
- Fix root causes
- Define stewardship roles
- Apply privacy and fairness checks
- Assess and monitor readiness
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 Data Readiness for AI: Data Quality & Stewardship 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.
- Data Governance & Data Quality Stewardship JudgmentView assessment ↗
- Business Intelligence Dashboard Design Work Sample for Analysts and Management Information TeamsView assessment ↗
- Advanced Data Interpretation & Trend AnalysisView 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 | |
|---|---|---|
| Ownership | IT’s problem | Business-led stewardship |
| Fixes | Monthly clean-ups | Source fixes plus monitoring |
| AI risk | Discovered after launch | Readiness decided before launch |
Made for people who stand at the front of the room
Before AI pilots
Check readiness before you build.
Data governance launch
Owners, stewards and glossary.
Generative AI assistants
Documents owned and current.
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.
Help your teams get data ready for AI.
Download the complete programme today.
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 Data Readiness for AI: Data Quality & Stewardship 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 Data Readiness for AI: Data Quality & Stewardship 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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Data Readiness for AI: Data Quality & Stewardship toolkit — FAQs
Already bought? Resend my linkDo participants need technical skills?
No — exercises use spreadsheets and business processes.
Does it cover generative AI?
Yes — including document readiness for assistants that answer from documents.
Does it cover privacy?
Yes, at a practical level with prompts to involve your data protection lead; it is not legal advice.
Can teams use their own use cases?
Yes — with anonymised data; a full fictional case is provided.
Is there a short version?
Yes — a one-day core covers value, quality, root causes, stewardship and readiness.
Can it be delivered online?
Yes — with shared spreadsheets and whiteboards.
What exactly do I get in the Data Readiness for AI: Data Quality & Stewardship 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 Data Readiness for AI: Data Quality & Stewardship 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 Data Readiness for AI: Data Quality & Stewardship?
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 Data Governance & Data Quality Stewardship Judgment or Business Intelligence Dashboard Design Work Sample for Analysts and Management Information Teams. 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 Data Readiness for AI: Data Quality & Stewardship 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?
1–2 days · in-person or virtual. The facilitator guide shows how to run it as designed, and the virtual delivery guide adapts it for online sessions.