Four market-diverse hotel cases with tariff-aligned cadence across two models and full monitoring exports.
Demo dataset: generated against production monitoring contract fields and parser logic (run_meta, summary, scenario_results, blocker fix modes, booking_guidance, confidence, KPI derivatives).
Competitor references are anonymized district labels for demo realism and do not represent named real properties.
Phuket, Thailand | 64 rooms | Upscale leisure boutique
District scope: Patong and Karon demand corridor
Period: Jul 03, 2025 to Dec 29, 2025 (180-day monitoring window)
180 runs generated (expected 180) | 1 080 scenario rows (expected 1 080)
| Run at | Model | Phase | AVI | Top3 | Not rec | Substitution | Direct | OTA | At risk core |
|---|---|---|---|---|---|---|---|---|---|
| 12/28/2025, 12:53:24 PM | GPT | stabilized | 12% | 0% | 100% | 100% | 50% | 50% | 100% |
| 12/28/2025, 9:51:22 AM | Gemini | stabilized | 23% | 0% | 100% | 66.67% | 50% | 50% | 100% |
| 12/26/2025, 12:43:14 PM | GPT | stabilized | 12% | 0% | 100% | 100% | 66.67% | 33.33% | 100% |
| 12/26/2025, 10:00:30 AM | Gemini | stabilized | 17.5% | 0% | 100% | 83.33% | 50% | 50% | 100% |
| 12/24/2025, 1:16:45 PM | GPT | stabilized | 12% | 0% | 100% | 100% | 33.33% | 66.67% | 100% |
| 12/24/2025, 10:01:31 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 75% | 25% | 100% |
| 12/22/2025, 1:06:35 PM | GPT | stabilized | 17.5% | 0% | 100% | 83.33% | 33.33% | 66.67% | 100% |
| 12/22/2025, 10:02:32 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 41.67% | 58.33% | 100% |
| 12/20/2025, 12:56:26 PM | GPT | stabilized | 23% | 0% | 100% | 66.67% | 58.33% | 41.67% | 100% |
| 12/20/2025, 10:03:32 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 66.67% | 33.33% | 100% |
| 12/18/2025, 12:42:13 PM | GPT | stabilized | 28.5% | 0% | 100% | 50% | 50% | 50% | 100% |
| 12/18/2025, 9:45:17 AM | Gemini | stabilized | 23% | 0% | 100% | 66.67% | 50% | 50% | 100% |
| 12/16/2025, 1:15:44 PM | GPT | stabilized | 28.5% | 0% | 100% | 50% | 33.33% | 66.67% | 100% |
| 12/16/2025, 9:53:24 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 83.33% | 16.67% | 100% |
| 12/14/2025, 1:05:34 PM | GPT | stabilized | 23% | 0% | 100% | 66.67% | 58.33% | 41.67% | 100% |
| 12/14/2025, 9:55:25 AM | Gemini | stabilized | 34% | 0% | 100% | 33.33% | 50% | 50% | 100% |
| 12/12/2025, 12:54:25 PM | GPT | stabilized | 17.5% | 0% | 100% | 83.33% | 75% | 25% | 100% |
| 12/12/2025, 9:56:26 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 66.67% | 33.33% | 100% |
| 12/10/2025, 12:51:22 PM | GPT | stabilized | 17.5% | 0% | 100% | 83.33% | 58.33% | 41.67% | 100% |
| 12/10/2025, 9:57:27 AM | Gemini | stabilized | 23% | 0% | 100% | 66.67% | 66.67% | 33.33% | 100% |
| 12/8/2025, 1:14:43 PM | GPT | stabilized | 23% | 0% | 100% | 66.67% | 75% | 25% | 100% |
| 12/8/2025, 9:39:11 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 66.67% | 33.33% | 100% |
| 12/6/2025, 1:03:33 PM | GPT | stabilized | 12% | 0% | 100% | 83.33% | 75% | 25% | 100% |
| 12/6/2025, 9:40:12 AM | Gemini | stabilized | 23% | 0% | 100% | 66.67% | 66.67% | 33.33% | 100% |
| 12/4/2025, 12:53:24 PM | GPT | stabilized | 17.5% | 0% | 100% | 83.33% | 50% | 50% | 100% |
| 12/4/2025, 9:48:19 AM | Gemini | stabilized | 34% | 0% | 100% | 33.33% | 33.33% | 66.67% | 100% |
| 12/2/2025, 12:50:21 PM | GPT | stabilized | 28.5% | 0% | 100% | 50% | 50% | 50% | 100% |
| 12/2/2025, 9:49:20 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 66.67% | 33.33% | 100% |
| 11/30/2025, 1:08:37 PM | GPT | stabilized | 17.5% | 0% | 100% | 83.33% | 33.33% | 66.67% | 100% |
| 11/30/2025, 10:17:46 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 66.67% | 33.33% | 100% |
| 11/28/2025, 12:54:24 PM | GPT | stabilized | 28.5% | 0% | 100% | 50% | 50% | 50% | 100% |
| 11/28/2025, 10:00:30 AM | Gemini | stabilized | 34% | 0% | 100% | 33.33% | 50% | 50% | 100% |
| 11/26/2025, 12:43:15 PM | GPT | stabilized | 28.5% | 0% | 100% | 50% | 50% | 50% | 100% |
| 11/26/2025, 10:08:37 AM | Gemini | stabilized | 23% | 0% | 100% | 66.67% | 66.67% | 33.33% | 100% |
| 11/24/2025, 1:17:45 PM | GPT | stabilized | 28.5% | 0% | 100% | 50% | 41.67% | 58.33% | 100% |
| 11/24/2025, 10:09:38 AM | Gemini | stabilized | 28.5% | 0% | 100% | 50% | 50% | 50% | 100% |
48h cadence across two models, 6 scenarios per run.
| Run at | Model | Scenario | Outcome | Confidence | Risk | Blocker | Fix mode | Proof surface | Shortlist | Competitors |
|---|---|---|---|---|---|---|---|---|---|---|
| 12/28/2025, 12:53:24 PM | GPT | Family stay | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/28/2025, 12:53:24 PM | GPT | Late transfer arrival | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/28/2025, 12:53:24 PM | GPT | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/28/2025, 12:53:24 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/28/2025, 12:53:24 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/28/2025, 12:53:24 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/28/2025, 9:51:22 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | — |
| 12/28/2025, 9:51:22 AM | Gemini | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A |
| 12/28/2025, 9:51:22 AM | Gemini | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/28/2025, 9:51:22 AM | Gemini | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/28/2025, 9:51:22 AM | Gemini | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/28/2025, 9:51:22 AM | Gemini | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 12:43:14 PM | GPT | Family stay | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 12:43:14 PM | GPT | Late transfer arrival | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/26/2025, 12:43:14 PM | GPT | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/26/2025, 12:43:14 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 12:43:14 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/26/2025, 12:43:14 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 10:00:30 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | — |
| 12/26/2025, 10:00:30 AM | Gemini | Late transfer arrival | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 10:00:30 AM | Gemini | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 10:00:30 AM | Gemini | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 10:00:30 AM | Gemini | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/26/2025, 10:00:30 AM | Gemini | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/24/2025, 1:16:45 PM | GPT | Family stay | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/24/2025, 1:16:45 PM | GPT | Late transfer arrival | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/24/2025, 1:16:45 PM | GPT | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/24/2025, 1:16:45 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/24/2025, 1:16:45 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/24/2025, 1:16:45 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/24/2025, 10:01:31 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | — |
| 12/24/2025, 10:01:31 AM | Gemini | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | in | Patong competitor A |
| 12/24/2025, 10:01:31 AM | Gemini | Remote work week | Hesitation | medium | 3 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A |
| 12/24/2025, 10:01:31 AM | Gemini | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/24/2025, 10:01:31 AM | Gemini | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/24/2025, 10:01:31 AM | Gemini | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/22/2025, 1:06:35 PM | GPT | Family stay | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/22/2025, 1:06:35 PM | GPT | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A |
| 12/22/2025, 1:06:35 PM | GPT | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/22/2025, 1:06:35 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/22/2025, 1:06:35 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/22/2025, 1:06:35 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/22/2025, 10:02:32 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | Patong competitor A |
| 12/22/2025, 10:02:32 AM | Gemini | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C |
| 12/22/2025, 10:02:32 AM | Gemini | Remote work week | Hesitation | medium | 3 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | in | Patong competitor A |
| 12/22/2025, 10:02:32 AM | Gemini | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/22/2025, 10:02:32 AM | Gemini | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/22/2025, 10:02:32 AM | Gemini | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/20/2025, 12:56:26 PM | GPT | Family stay | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/20/2025, 12:56:26 PM | GPT | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C |
| 12/20/2025, 12:56:26 PM | GPT | Remote work week | Hesitation | medium | 3 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A |
| 12/20/2025, 12:56:26 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/20/2025, 12:56:26 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/20/2025, 12:56:26 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/20/2025, 10:03:32 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | Karon competitor C |
| 12/20/2025, 10:03:32 AM | Gemini | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | in | Patong competitor A |
| 12/20/2025, 10:03:32 AM | Gemini | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/20/2025, 10:03:32 AM | Gemini | Quiet wellness stay | Hesitation | medium | 3 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A |
| 12/20/2025, 10:03:32 AM | Gemini | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/20/2025, 10:03:32 AM | Gemini | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/18/2025, 12:42:13 PM | GPT | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C |
| 12/18/2025, 12:42:13 PM | GPT | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | — |
| 12/18/2025, 12:42:13 PM | GPT | Remote work week | Hesitation | medium | 3 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A |
| 12/18/2025, 12:42:13 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/18/2025, 12:42:13 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/18/2025, 12:42:13 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/18/2025, 9:45:17 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | Patong competitor A |
| 12/18/2025, 9:45:17 AM | Gemini | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A |
| 12/18/2025, 9:45:17 AM | Gemini | Remote work week | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/18/2025, 9:45:17 AM | Gemini | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A, Patong competitor B |
| 12/18/2025, 9:45:17 AM | Gemini | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/18/2025, 9:45:17 AM | Gemini | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Patong competitor A, Patong competitor B |
| 12/16/2025, 1:15:44 PM | GPT | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | Patong competitor A |
| 12/16/2025, 1:15:44 PM | GPT | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | — |
| 12/16/2025, 1:15:44 PM | GPT | Remote work week | Hesitation | medium | 3 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Patong competitor A |
| 12/16/2025, 1:15:44 PM | GPT | Quiet wellness stay | Substituted | low | 5 | Operational evidence for this scenario remains partially unstructured. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/16/2025, 1:15:44 PM | GPT | Pet-friendly weekend | Substituted | low | 5 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | out | Karon competitor C, Karon competitor D |
| 12/16/2025, 1:15:44 PM | GPT | Airport transfer reliability | Substituted | low | 5 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | out | Karon competitor C, Karon competitor D |
| 12/16/2025, 9:53:24 AM | Gemini | Family stay | Hesitation | medium | 3 | Cross-source scenario trust signals are still converging. | canon | policy_page_or_faq | in | Patong competitor A |
| 12/16/2025, 9:53:24 AM | Gemini | Late transfer arrival | Hesitation | medium | 3 | Arrival flow certainty is below model confidence threshold. | canon | written_confirmation | in | Patong competitor A |
Start from your own district scope and scenario pack, then run the same control loop against real model behavior.