Real Agent Cases

Compare browser agents on a vacation Airbnb search

Source date:
Last verified:
Method:
How we verify

Evidence: Screenshots or logsThe source shows screenshots, a transcript or the agent's output.

Outcome

On the same Airbnb search, ChatGPT Atlas agent mode and Comet each found properties in about 5 minutes, Claude's extension took 10 minutes to find the first, and MiniMax Agent ran over an hour without giving links.

Agent

ChatGPT Atlas agent mode, Perplexity Comet, Claude in Chrome, MiniMax Agent

Prompt Recreated prompt

The source did not publish its exact prompt. This one is our reconstruction from what the source describes.

Find Airbnbs for our vacation that match our dates, group size and budget, and include links to each property.

Source

https://x.com/oyacaro/status/1982805076952465599

By Chris Nagy (@oyacaro) · Published Oct 27, 2025 · Added Oct 15, 2026 · Last verified Oct 15, 2026

  • Book an Airbnb with ChatGPT agentRecreated promptEvidence: Described by poster

    ChatGPT agent booked what the poster called the perfect Airbnb on the first try.

    ChatGPT agent · Travel · Source date:

  • Hunt last-minute holiday flights with multiple agents (failure case)Improved promptEvidence: Described by posterFailure

    Claude Opus 4.5, Gemini 3 Pro and ChatGPT agent mode only matched a manual Google Flights search and were too slow as cheap fares vanished; the humans beat them by about 15%.

    ChatGPT agent, Claude Opus 4.5 (Antigravity), Gemini 3 Pro · Travel · Source date:

  • Find a family vacation rental in Costa Rica with ChatGPT agentRecreated promptEvidence: Described by poster

    ChatGPT agent found a Costa Rica place with a pool at a decent rate for 2 adults and 3 kids; the poster was tempted to book without checking further.

    ChatGPT agent · Travel · Source date: