---
title: Follow an execution roadmap
description: Connect idea validation, MVP development, testing, launch, and feedback into a repeatable cycle.
---

import WorkshopRecordingLink from '../../../../components/workshops/WorkshopRecordingLink.astro';

[AI for faster execution: CryptX 2.0 Hackathon Workshop](https://www.youtube.com/watch?v=dr8YVenqDcw)

<WorkshopRecordingLink href="https://youtu.be/dr8YVenqDcw" />

## Use AI throughout a learning cycle

The workshop closes with a sequence that brings the earlier topics together. AI can assist at each stage, while people evaluate the evidence and decide what to do next.

| Phase | Work to do | Possible AI assistance |
| --- | --- | --- |
| Validate the idea | Research the problem, market, and user feedback. | Gather and organize information for analysis. |
| Prototype an MVP | Wireframe the product and build its essential features. | Draft designs and code to support a small first version. |
| Test and secure | Check quality, behavior, and vulnerabilities. | Help create or run tests and identify issues for review. |
| Brand and market | Prepare the product for people to discover and use. | Draft creative assets and marketing content. |
| Deploy and learn | Release the product, collect feedback, and improve it. | Analyze feedback and support follow-up communication. |

The goal is not simply to move quickly. It is to shorten the time between an idea and useful evidence, then use that evidence to make the next decision.

[Back to the workshop overview](/docs/ta/workshops/ai-for-faster-execution)