Turn ideas into working prototypes with AI — safely, without writing code from scratch.
Vibe Coding & AI-Assisted Prototyping for Non-Developers teaches business users to write a clear one-page spec, build a prototype with AI in small saved steps, debug systematically, test edge cases and with real users, protect data and secrets, and decide responsibly whether to iterate, hand over to IT, use a supported tool or retire it. Built on the BUILD Model with a running case and fictional data — every participant builds and demos a working prototype.
- Every participant builds, tests and demos a working prototype
- One-page spec with testable acceptance criteria
- Debug clinic with deliberately broken versions
- Prototype risk checklist: real data, secrets, public links, shadow IT
Vibe Coding & AI-Assisted Prototyping for Non-Developers 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.
Ideas stuck in queues
Small tools wait months for IT.
Risky DIY
Real data on public links.
Prototypes that drift
Unsupported tools become business-critical.
Picture the evening before your programme.
Participants sort ideas by value and risk, write a spec for Tanager’s no-show tracker or their own idea, build it with AI one feature at a time, fix a deliberately broken version, test edge cases and run a silent user test, review risks and present a decision memo to a panel including IT.
What you will deliver
A complete design, sequenced and timed — so every session has a purpose and every activity lands.
- Framework
- The BUILD Model
- Versions
- 1-day or 2-day
- Running case
- Tanager Clinics (fictional)
What Vibe Coding Is — and Isn’t
Building with natural-language prompts, what non-developers can build safely, prototypes vs production systems, examples and limits.
Start With a Clear Spec
Problem, users, inputs and outputs, screens or steps, acceptance criteria, what is out of scope.
Building the First Version With AI
Prompting for small steps, describing behaviour not code, iterating, saving versions, when to restart.
Debugging and Iterating
Reading error messages, asking AI to explain, reproducing problems, changing one thing at a time, avoiding fix loops.
Testing Like a User
Test cases from acceptance criteria, edge cases, accessibility checks, testing with real users, recording results.
Data, Security and Responsible Building
No real personal data in prototypes, secrets and keys, permissions, sharing links, licensing, AI-generated code risks, organisational policy.
From Prototype to Decision
Demoing, gathering feedback, deciding to iterate, hand over to IT, adopt a supported tool or retire; avoiding unsupported “shadow IT”.
Capstone: Build, Test and Demo
Complete, test and demo a prototype with a decision memo.
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 demo scripts, prompts and broken versions guidance
- Slide Deck (32 slides) + simple backup deck
- Virtual Delivery Guide
For participants
- Workbook with 8 artefacts, Tanager case and fictional data
- 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 business analysts and operations teams; product, HR, finance and marketing staff and team leads with ideas for simple tools.
- Understand what prototypes are for
- Write testable specs
- Build with AI in small steps
- Debug systematically
- Test with edge cases and users
- Protect data and secrets
- Decide responsibly what happens next
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 Vibe Coding & AI-Assisted Prototyping for Non-Developers 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.
- AI Agent Oversight and Delegation Assessment for Knowledge WorkView assessment ↗
- AI Draft Supervision: Reviewing What the Machine WroteView assessment ↗
- Digital Competence Assessment for Office, Frontline and Field RolesView 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 | |
|---|---|---|
| Approach | Prompt and hope | Spec, build, test, decide |
| Risk | Real data, public links | Fictional data and risk checklist |
| Outcome | Orphaned tools | Decision memo with IT |
Made for people who stand at the front of the room
Citizen development programmes
Safe guardrails for building.
Innovation sprints
Test ideas in days.
Product discovery
Clickable prototypes for research.
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.
Let your people build — safely.
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 Vibe Coding & AI-Assisted Prototyping for Non-Developers 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 Vibe Coding & AI-Assisted Prototyping for Non-Developers 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
No ratings yet. Only people who have bought this toolkit can rate it - every buyer gets a one-click rating link a couple of days after their purchase.
Vibe Coding & AI-Assisted Prototyping for Non-Developers toolkit — FAQs
Already bought? Resend my linkDo participants need coding experience?
No. They learn to describe behaviour, test and manage risk; AI writes the code.
Which tools does it use?
It is tool-neutral — use whichever AI chat or app-builder tools your IT team approves.
Will people build real systems?
No. Workshop prototypes use fictional data and are not deployed; the programme teaches when to involve IT.
Does it increase shadow IT?
It aims to reduce it, by building decision points and IT partnership into the process.
Is it for developers?
No — developers need different AI pair-programming training.
Can it be delivered online?
Yes — it works very well with screen sharing and breakouts.
What exactly do I get in the Vibe Coding & AI-Assisted Prototyping for Non-Developers 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 Vibe Coding & AI-Assisted Prototyping for Non-Developers 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 Vibe Coding & AI-Assisted Prototyping for Non-Developers?
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 AI Agent Oversight and Delegation Assessment for Knowledge Work or AI Draft Supervision: Reviewing What the Machine Wrote. 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 Vibe Coding & AI-Assisted Prototyping for Non-Developers 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.