Sample Survival Audit
AI-powered travel planner for families.
An illustrative sample written by us to show the format of a paid audit. The idea and founder are invented; no customer data is used.
Verdict
Test First
Narrowed to UK school holidays with under-fives, the founder's audience and judgement become the product. Prove families pay for that before building more.
Indexes above are what the free Reality Check returns for this idea with three advantages ticked (customer conversations, an audience, industry experience). Its rule-based verdict was Pivot the wedge. The audit below tests that and lands on Test first once the wedge is narrowed.
1. The idea as submitted
"An AI travel planner for families that builds day-by-day itineraries, with child-friendly activities and practical tips." Founder context: eight years as a travel agent, a family-travel Instagram account with an engaged audience, and 14 conversations with parents.
2. Can a coding agent build it?
Mostly, yes. Itinerary generation, saved trips, sharing and a subscription paywall are standard work for a coding agent. In a real audit we run this test with current agents and report what was built and how long it took. What the agent cannot produce is the founder's judgement about which places actually work with a toddler, and her audience.
3. Who else is selling this?
- General AI assistants. Most people can already ask a free chatbot for a family itinerary. This sets the price anchor close to zero.
- Dedicated AI trip planners. Several funded products already offer AI itineraries. A real audit lists each one with its price and the gap it leaves.
- Booking platforms. Large travel sites are adding AI planning to products people already use.
Conclusion: "an AI travel planner" is a feature, not a business. "Plans from a family-travel expert parents already follow" might be.
4. Margin stress test
Assumption for illustration: if clones and assistants are free, a subscription app has to fight on price. A different shape survives: a paid plan for a specific trip, checked by the founder.
- Price: £29 per trip plan. AI drafting cost: pennies. Founder review: about 20 minutes.
- At 40 plans a month that is roughly £1,160 before payment fees and tax, for about 13 hours of expert time.
- Risk: it does not scale like software. Upside: it is hard to clone, because the value is the founder's judgement.
5. What this idea is missing
- Paying customers. Fourteen conversations, no payments yet.
- A narrow wedge. "Families" is broad. "UK school holidays with under-fives" is a market she can own.
- Something compounding. Reviews of each plan from real families would become data no clone has.
6. The evidence that would change the verdict
Move to Build a pilot if 20 families from her audience pre-pay £29 for a half-term plan within 14 days. Move to Pivot if fewer than five do, even after one round of changes to the offer.
7. Next 30 days
- Week 1: one landing page and a payment link for a half-term plan. No app.
- Week 2: post it to her audience twice; message 30 parents directly.
- Week 3: deliver every plan by hand, with AI drafting; collect feedback after each trip.
- Week 4: decide with the numbers, using the thresholds above.
8. Founder magnetism
The strongest line in her notes: "Most family travel advice is written by people who travel without children." That is a point of view. It should be the headline, not "AI-powered".
Want this for your idea?
Run the free check first. If it raises questions, the Survival Audit answers them with sources.