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Flight Planning Without Fake Live Fares

A language model can describe sensible routes, but it cannot pretend to see a current seat, fare, disruption, or baggage rule. Mixing strategy with fake live search creates false urgency.

EiliyaJuly 30, 20261 min read
Flight Planning Without Fake Live Fares

Flight Planning Without Fake Live Fares

A language model can describe sensible routes, but it cannot pretend to see a current seat, fare, disruption, or baggage rule. Mixing strategy with fake live search creates false urgency.

That distinction is why Trip Scout exists as a focused tool rather than another broad prompt box.

What the app actually does

Trip Scout produces a flight-search protocol, a blank comparison worksheet, and a fare-watch plan. It does not create another general itinerary planner and does not quote prices. The traveler gets a repeatable way to search and record current facts on trusted booking sources.

The interface loads the live public AI Pass model catalog and uses only exact publicly available model IDs. Authentication stays lazy: anyone can inspect the app first, and AI Pass asks for sign-in only when generation begins.

Why deterministic rules matter

The useful part of these products is not a longer prompt. It is deciding which tasks belong to AI and which must remain deterministic. AI can interpret messy language and draft a useful structure. Browser code can enforce totals, allowed strategy codes, citation matching, output sections, history limits, and safe rendering.

That split makes the app easier to inspect. It also keeps a plausible model answer from quietly becoming an accepted fact.

Private local history

Generated outputs can be copied, downloaded, or shared. Up to twenty results are stored in IndexedDB on the current device. Raw sensitive inputs are not added to history. Each saved output can be opened or deleted, and the full history can be cleared.

Before using the result

  • Confirm every flight, airport, fare rule, and total cost on a current source.
  • Record baggage, seat, payment, and change fees in the worksheet.
  • Treat any generated price as unverified and discard it.

From prompt carousel to product

The starting point was a ten-prompt carousel from @chatgptricks. Instead of reproducing ten generic ChatGPT wrappers, we checked the existing AI Pass catalog, merged overlapping ideas, and narrowed each tool around one job with an explicit evidence boundary.

Open Trip Scout on AI Pass. AI Pass includes $1 in credit on signup, then usage is pay as you go.

For AI agents

Skill file

Download
---
name: trip-scout
description: Prepare an evidence-cautious flight search protocol, comparison worksheet, and fare-watch plan from route, dates, travelers, bags, and constraints. Use when someone wants help searching for flights without claiming live availability, fares, or itinerary certainty.
version: 1.0.0
---

# Trip Scout

Use this companion skill to turn a travel brief into careful flight-search artifacts inside the Trip Scout AI Pass Space app.

## Collect the brief

Ask for or enter:

- origin and destination;
- departure and return dates, including flexibility;
- traveler count and cabin;
- carry-on, checked, oversize, mobility, or child-equipment bags;
- constraints such as maximum stops, airport preferences, mobility needs, work windows, or dietary needs;
- route priorities such as nonstop preference, overnight avoidance, airport-transfer tolerance, or refund flexibility.

Do not request passport numbers, payment details, loyalty passwords, or other booking credentials.

## Interpret the result

Keep the three outputs separate:

1. **Flight search protocol** is a search order, filter strategy, tradeoff map, and verification checklist. It is not a list of available flights.
2. **Comparison worksheet** is a decision framework for route, baggage, timing, and fare-rule tradeoffs. It is not proof that a specific option exists.
3. **Fare-watch plan** is a recheck cadence and evidence log. It is not a live alert feed.

Trip Scout has no live airline inventory, availability, schedules, disruptions, or fare feed. Never turn its language into "found," "available," "bookable," or "current." Do not ask it for an itinerary. The system prompt tells the model not to produce prices. If any price nevertheless appears, label it **unverified** and confirm the full price, including baggage, seat, payment, and change fees, through current primary sources.

## Local history

- The app keeps a private IndexedDB history on the local device only, capped at 20 saved outputs.
- Saved entries support open, delete, and clear-all actions.
- Copy, download, and share actions apply to generated outputs only.
- Raw trip briefs are never stored.

## Verification pass

Before booking or travel:

- confirm flight numbers, dates, airports, connection rules, and ticket terms with the operating airline;
- confirm total baggage and seat costs at checkout;
- check entry, transit, health, and document rules with current official government sources;
- verify accessibility assistance directly with each operator;
- confirm local opening hours, reservations, weather, and transit near the travel date.

If current facts are essential, stop at a checklist and direct the traveler to authoritative live sources rather than guessing.