OPERATIONAL PROOF

Boolean Shift
Recommendation Cases

Six six-month hotel simulations built around Evidentity system logic: threshold trust formation, blocker compression, and routing transfer away from OTA dominance toward direct handoff.

This page does not model gradual SEO lift. It models authority breakout. Until a profile becomes structurally safe for models to use, recommendation behavior stays weak. Once the profile crosses confidence threshold, inclusion, top3 rate, and direct share jump sharply.

FOUNDATIONAL CLAIMS
01

Models remain silent until structured certainty crosses threshold and the profile becomes recommendation-safe.

02

Basic creates defensive hygiene and majority direct routing; Pro compounds daily until blockers collapse to zero.

03

The decisive shift is not visibility growth but route authority: fewer hallucinated substitutions, more direct handoff.

Evidentity system logic
Confidence Threshold
The model does not move gradually. It stays silent until enough structured certainty accumulates, then flips into recommendation mode.
Blocker Compression
Basic may finish with one or two lag blockers. Pro converges to zero. Anything materially above that at Month 6 is simulation failure.
Direct Routing Shift
Once handoff_required is trusted, OTA gravity is supposed to collapse and the direct path takes the majority of recommendation-driven traffic.
Stabilized Plateau
After breakout, the profile enters a steadier monopoly or defensive plateau rather than hovering forever in uncertain middle states.
Portfolio structure
Tbilisi Hostel
Coming soon
Hostel / budget social stay
Low-price urban social inventory with strong noise from hostel directories, weak direct authority, and high ambiguity around shared-room, late-arrival, and group-stay scenarios.

Phuket Coastal Retreat

Phuket, Thailand | 64 rooms | Upscale leisure boutique

A premium leisure boutique with strong visual appeal, but uneven booking-policy clarity across direct and OTA surfaces in a crowded beach-demand corridor.

District scope: Patong and Karon demand corridor

Period: Jul 03, 2025 to Dec 29, 2025 (180-day monitoring window)

Basic plan 48h cadence 6 scenarios/run 2 models 180 runs expected
Case brief
Baseline state
The property begins with partial leisure visibility, weak scenario-level certainty, and low direct routing capture in high-intent recommendation moments.
Primary pressure pattern
Late-arrival, pet, and airport-transfer flows are held back by fragmented policy wording and inconsistent booking-detail confirmation.
Commercial read
This case demonstrates how a Basic plan can convert broad awareness into steady recommendation participation, successfully cleaning up legacy blockers over time.
Lead monitored scenarios
Family stay Late transfer arrival Remote work week Quiet wellness stay Pet-friendly weekend Airport transfer reliability
Portfolio contrast read
Case style
Defensive Basic turnaround
Authority shape
Authority arrives later, but once the threshold is crossed, algorithmic silence is broken and legacy blockers are almost entirely cleared.
Pressure signature
Policy fragmentation and transfer-related certainty deficits keep high-intent scenarios unstable early in the cycle.
Commercial pattern
Shows that Basic can still produce meaningful inclusion, stability, and direct-share gains when pressure is managed patiently.
Six-month progression
M0
Jul 03, 2025
Month 0 starts from broad lifestyle visibility, but not enough operational trust for stable shortlist participation.
Inclusion
22%
Stability
38%
Blockers
36
Direct share
16%
M2
Sep 01, 2025
Month 2 shows first signal movement after endpoint indexing, with gains concentrated in easier family and quiet-stay prompts.
Inclusion
30%
Stability
42%
Blockers
31
Direct share
19%
M4
Oct 31, 2025
Month 4 marks the real recommendation turn: the boolean shift occurs, compressing blockers heavily and shifting routing power to the direct site.
Inclusion
48%
Stability
55%
Blockers
15
Direct share
45%
M6
Dec 29, 2025
Month 6 ends as a solid Basic-plan win. The protocol provides a reliable hygiene layer, leaving only minor cache-lag blockers and securing majority direct routing.
Inclusion
65%
Stability
72%
Blockers
2
Direct share
58%
Indexing and authority milestones
Gemini
Jul 11, 2025
Indexing observed
Endpoint enters retrieval traces first in arrival scenarios.
Gemini
Sep 16, 2025
Authority threshold
Sharp uplift starts after endpoint becomes trusted source.
GPT
Jul 19, 2025
Indexing observed
Later start with heavier dependence on secondary sources.
GPT
Oct 03, 2025
Authority threshold
Uplift appears after cross-source consistency correction.
Analyst realism read
Model indexing lag
~8 days (Gemini -> GPT)
AVI lift (early -> stabilized)
+58 pts
Substitution compression
-84 pts
Observed volatility band
Medium
Authority formation effect
Inclusion before authority
30%
Inclusion after authority
65%
Authority lift
+35 pts
Direct-share lift
+39 pts
Blocker compression
-29
Scenario inclusion
Baseline 22%
Month 6 65%
+195%
Recommendation stability
Baseline 38%
Month 6 72%
+89%
Open blockers
Baseline 36
Month 6 2
-94%
Direct routing share
Baseline 16%
Month 6 58%
+263%
District top3 rate
Baseline 9%
Month 6 42%
+367%
High-confidence inclusions / month
Baseline 2
Month 6 15
+650%
System-level log (excerpt)

Monitoring Cycle Summary

180 runs generated (expected 180) | 1 066 scenario rows (expected 1 080)

One row here equals one full monitoring cycle for one model on one date. This is the high-level system summary: inclusion, substitution, direct share, OTA share, and phase state.

Cadence
48h cadence
Cycles
90
Models / cycle
2
Scenarios / run
6
Run at Model Phase AVI Top3 Not rec Substitution Direct OTA At risk core Coverage
7/3/2025, 9:38:10 AM Gemini pre-index 7.02% 2.99% 92% 91.96% 9.03% 81.13% 97.5% 6/6
7/7/2025, 12:56:27 PM GPT pre-index 2.65% 1.11% 94.97% 94.25% 7.81% 82.35% 97.5% 6/6
7/13/2025, 9:45:16 AM Gemini indexing 23.19% 7.95% 80.67% 77.42% 15.9% 74.26% 90% 6/6
7/17/2025, 1:08:37 PM GPT pre-index 4.74% 2.34% 93.63% 92.91% 9.01% 81.15% 95% 6/6
7/23/2025, 9:51:22 AM Gemini indexing 24.79% 8.91% 79.33% 75.82% 16.77% 73.39% 87.5% 6/6
7/29/2025, 9:48:19 AM Gemini indexing 25.14% 9.16% 78.53% 73.93% 16.88% 73.28% 85% 6/6
8/2/2025, 1:17:46 PM GPT indexing 21.82% 7.85% 81.5% 78.31% 16.37% 73.79% 87.5% 6/6
8/8/2025, 10:04:34 AM Gemini indexing 27.67% 10.63% 77.2% 74.37% 18.39% 71.77% 85% 6/6
8/12/2025, 12:45:16 PM GPT indexing 20.02% 6.97% 80.17% 74.97% 14.93% 75.23% 85% 6/6
8/18/2025, 10:10:39 AM Gemini indexing 29.27% 11.59% 75.87% 72.78% 19.25% 70.91% 82.5% 6/6
8/22/2025, 12:57:27 PM GPT indexing 22.11% 8.2% 78.83% 73.63% 16.14% 74.02% 82.5% 6/6
8/28/2025, 9:40:12 AM Gemini indexing 27.61% 10.78% 74.53% 69.5% 17.91% 72.25% 80% 6/6
9/1/2025, 1:08:37 PM GPT indexing 24.15% 9.4% 77.5% 73.82% 17.31% 72.85% 82.5% 5/6
9/7/2025, 9:56:27 AM Gemini indexing 31.1% 13.55% 72.2% 65.36% 21.72% 68.44% 75% 5/6
9/13/2025, 10:12:41 AM Gemini indexing 34.06% 15.99% 70.4% 61.29% 25.24% 64.92% 70% 6/6
9/17/2025, 1:07:36 PM GPT indexing 28.31% 13.89% 72.7% 61.56% 24.18% 65.98% 70% 6/6
9/23/2025, 10:18:46 AM Gemini authority 63.93% 32.12% 52.4% 36.37% 38.95% 51.21% 52.5% 6/6
9/27/2025, 1:19:47 PM GPT indexing 32% 17.29% 69.7% 56.21% 29.22% 60.94% 65% 6/6
10/3/2025, 10:06:35 AM Gemini authority 65.48% 34.36% 49.4% 28.36% 42.53% 47.63% 45% 6/6
10/7/2025, 1:13:42 PM GPT authority 60.85% 32.86% 51.7% 29.21% 42.23% 47.93% 45% 6/6
10/13/2025, 10:12:41 AM Gemini authority 68.67% 37.49% 46.4% 22.58% 47.23% 42.93% 37.5% 6/6
10/17/2025, 12:41:13 PM GPT authority 60.65% 34.15% 48.7% 20.3% 44.63% 45.53% 37.5% 6/6
10/23/2025, 1:16:44 PM GPT authority 65.32% 37.52% 46.9% 21.38% 49.32% 40.84% 35% 6/6
10/29/2025, 10:08:37 AM Gemini stabilized 79.12% 43.82% 34.6% 10.01% 55.92% 34.24% 15.5% 6/6
11/2/2025, 12:50:21 PM GPT authority 65.75% 38.96% 43.92% 14.56% 51.69% 38.54% 27.5% 6/6
11/8/2025, 9:47:19 AM Gemini stabilized 80.18% 45.05% 31.69% 5.21% 57.34% 33.09% 10.5% 6/6
11/12/2025, 1:02:32 PM GPT stabilized 76.25% 43.56% 34.04% 4.88% 56.6% 33.97% 8% 6/6
11/18/2025, 9:54:24 AM Gemini stabilized 83.6% 47.38% 28.81% 2.61% 59.91% 30.86% 5.5% 6/6
11/22/2025, 1:07:36 PM GPT stabilized 79.53% 45.81% 31.16% 2.15% 59.07% 31.83% 3% 6/6
11/28/2025, 10:00:30 AM Gemini stabilized 87.03% 49.71% 25.93% 0% 62.48% 28.63% 0% 6/6
12/2/2025, 12:50:21 PM GPT stabilized 80.93% 47.04% 28.28% 0% 60.27% 30.98% 0% 6/6
12/8/2025, 1:14:43 PM GPT stabilized 84.79% 49.42% 26.55% 0% 63.03% 28.41% 0% 6/6
12/14/2025, 9:55:25 AM Gemini stabilized 91.18% 52.71% 21.32% 0% 65.7% 25.95% 0% 6/6
12/18/2025, 12:42:13 PM GPT stabilized 84.82% 49.9% 23.67% 0% 63.3% 28.48% 0% 6/6
12/24/2025, 10:01:31 AM Gemini stabilized 94.6% 55.04% 18.44% 0% 68.27% 23.72% 0% 6/6
12/28/2025, 12:53:24 PM GPT stabilized 88.74% 52.5% 20.79% 0% 66.21% 25.92% 0% 6/6
Jul 03, 2025
Gemini | pre-index
CALIBRATING
AVI 7.02%
Top3 2.99%
Direct 9.03%
OTA 81.13%
Substitution 91.96%
Coverage 6/6
Jul 07, 2025
GPT | pre-index
CALIBRATING
AVI 2.65%
Top3 1.11%
Direct 7.81%
OTA 82.35%
Substitution 94.25%
Coverage 6/6
Jul 13, 2025
Gemini | indexing
CALIBRATING
AVI 23.19%
Top3 7.95%
Direct 15.9%
OTA 74.26%
Substitution 77.42%
Coverage 6/6
Jul 17, 2025
GPT | pre-index
CALIBRATING
AVI 4.74%
Top3 2.34%
Direct 9.01%
OTA 81.15%
Substitution 92.91%
Coverage 6/6
Jul 23, 2025
Gemini | indexing
CALIBRATING
AVI 24.79%
Top3 8.91%
Direct 16.77%
OTA 73.39%
Substitution 75.82%
Coverage 6/6
Jul 29, 2025
Gemini | indexing
CALIBRATING
AVI 25.14%
Top3 9.16%
Direct 16.88%
OTA 73.28%
Substitution 73.93%
Coverage 6/6
Aug 02, 2025
GPT | indexing
CALIBRATING
AVI 21.82%
Top3 7.85%
Direct 16.37%
OTA 73.79%
Substitution 78.31%
Coverage 6/6
Aug 08, 2025
Gemini | indexing
CALIBRATING
AVI 27.67%
Top3 10.63%
Direct 18.39%
OTA 71.77%
Substitution 74.37%
Coverage 6/6
Aug 12, 2025
GPT | indexing
CALIBRATING
AVI 20.02%
Top3 6.97%
Direct 14.93%
OTA 75.23%
Substitution 74.97%
Coverage 6/6
Aug 18, 2025
Gemini | indexing
CALIBRATING
AVI 29.27%
Top3 11.59%
Direct 19.25%
OTA 70.91%
Substitution 72.78%
Coverage 6/6
Aug 22, 2025
GPT | indexing
CALIBRATING
AVI 22.11%
Top3 8.2%
Direct 16.14%
OTA 74.02%
Substitution 73.63%
Coverage 6/6
Aug 28, 2025
Gemini | indexing
CALIBRATING
AVI 27.61%
Top3 10.78%
Direct 17.91%
OTA 72.25%
Substitution 69.5%
Coverage 6/6
Sep 01, 2025
GPT | indexing
CALIBRATING
AVI 24.15%
Top3 9.4%
Direct 17.31%
OTA 72.85%
Substitution 73.82%
Coverage 5/6
Sep 07, 2025
Gemini | indexing
CALIBRATING
AVI 31.1%
Top3 13.55%
Direct 21.72%
OTA 68.44%
Substitution 65.36%
Coverage 5/6
Sep 13, 2025
Gemini | indexing
CALIBRATING
AVI 34.06%
Top3 15.99%
Direct 25.24%
OTA 64.92%
Substitution 61.29%
Coverage 6/6
Sep 17, 2025
GPT | indexing
CALIBRATING
AVI 28.31%
Top3 13.89%
Direct 24.18%
OTA 65.98%
Substitution 61.56%
Coverage 6/6
Sep 23, 2025
Gemini | authority
IMPROVING
AVI 63.93%
Top3 32.12%
Direct 38.95%
OTA 51.21%
Substitution 36.37%
Coverage 6/6
Sep 27, 2025
GPT | indexing
CALIBRATING
AVI 32%
Top3 17.29%
Direct 29.22%
OTA 60.94%
Substitution 56.21%
Coverage 6/6
Oct 03, 2025
Gemini | authority
IMPROVING
AVI 65.48%
Top3 34.36%
Direct 42.53%
OTA 47.63%
Substitution 28.36%
Coverage 6/6
Oct 07, 2025
GPT | authority
IMPROVING
AVI 60.85%
Top3 32.86%
Direct 42.23%
OTA 47.93%
Substitution 29.21%
Coverage 6/6
Oct 13, 2025
Gemini | authority
IMPROVING
AVI 68.67%
Top3 37.49%
Direct 47.23%
OTA 42.93%
Substitution 22.58%
Coverage 6/6
Oct 17, 2025
GPT | authority
IMPROVING
AVI 60.65%
Top3 34.15%
Direct 44.63%
OTA 45.53%
Substitution 20.3%
Coverage 6/6
Oct 23, 2025
GPT | authority
IMPROVING
AVI 65.32%
Top3 37.52%
Direct 49.32%
OTA 40.84%
Substitution 21.38%
Coverage 6/6
Oct 29, 2025
Gemini | stabilized
STABLE
AVI 79.12%
Top3 43.82%
Direct 55.92%
OTA 34.24%
Substitution 10.01%
Coverage 6/6
Nov 02, 2025
GPT | authority
IMPROVING
AVI 65.75%
Top3 38.96%
Direct 51.69%
OTA 38.54%
Substitution 14.56%
Coverage 6/6
Nov 08, 2025
Gemini | stabilized
STABLE
AVI 80.18%
Top3 45.05%
Direct 57.34%
OTA 33.09%
Substitution 5.21%
Coverage 6/6
Nov 12, 2025
GPT | stabilized
STABLE
AVI 76.25%
Top3 43.56%
Direct 56.6%
OTA 33.97%
Substitution 4.88%
Coverage 6/6
Nov 18, 2025
Gemini | stabilized
STABLE
AVI 83.6%
Top3 47.38%
Direct 59.91%
OTA 30.86%
Substitution 2.61%
Coverage 6/6
Nov 22, 2025
GPT | stabilized
STABLE
AVI 79.53%
Top3 45.81%
Direct 59.07%
OTA 31.83%
Substitution 2.15%
Coverage 6/6
Nov 28, 2025
Gemini | stabilized
STABLE
AVI 87.03%
Top3 49.71%
Direct 62.48%
OTA 28.63%
Substitution 0%
Coverage 6/6
Dec 02, 2025
GPT | stabilized
STABLE
AVI 80.93%
Top3 47.04%
Direct 60.27%
OTA 30.98%
Substitution 0%
Coverage 6/6
Dec 08, 2025
GPT | stabilized
STABLE
AVI 84.79%
Top3 49.42%
Direct 63.03%
OTA 28.41%
Substitution 0%
Coverage 6/6
Dec 14, 2025
Gemini | stabilized
STABLE
AVI 91.18%
Top3 52.71%
Direct 65.7%
OTA 25.95%
Substitution 0%
Coverage 6/6
Dec 18, 2025
GPT | stabilized
STABLE
AVI 84.82%
Top3 49.9%
Direct 63.3%
OTA 28.48%
Substitution 0%
Coverage 6/6
Dec 24, 2025
Gemini | stabilized
STABLE
AVI 94.6%
Top3 55.04%
Direct 68.27%
OTA 23.72%
Substitution 0%
Coverage 6/6
Dec 28, 2025
GPT | stabilized
STABLE
AVI 88.74%
Top3 52.5%
Direct 66.21%
OTA 25.92%
Substitution 0%
Coverage 6/6
Scenario-level detail (excerpt)

Scenario Decision Log

48h cadence across two models, 6 scenarios per run.

One row here equals one scenario inside one monitoring cycle. This is the granular decision layer: which blocker fired, what proof surface was checked, and why the scenario was included, substituted, or silenced.

Run at Model Scenario Outcome Confidence Risk Blocker Fix mode Proof surface Shortlist Competitors
7/3/2025, 9:38:10 AM Gemini Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
7/5/2025, 10:21:49 AM Gemini Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
7/7/2025, 10:13:42 AM Gemini Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
7/9/2025, 10:12:41 AM Gemini Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
7/11/2025, 1:21:49 PM GPT Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
7/13/2025, 12:47:18 PM GPT Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
7/15/2025, 12:58:28 PM GPT Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
7/17/2025, 1:08:37 PM GPT Airport transfer reliability Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
7/21/2025, 9:52:22 AM Gemini Remote work week Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
7/23/2025, 9:51:22 AM Gemini Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
7/25/2025, 9:50:21 AM Gemini Airport transfer reliability Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
7/27/2025, 1:20:48 PM GPT Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
7/29/2025, 12:46:17 PM GPT Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
7/31/2025, 1:00:30 PM GPT Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
8/4/2025, 10:14:42 AM Gemini Remote work week Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
8/6/2025, 10:05:35 AM Gemini Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
8/8/2025, 12:57:28 PM GPT Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
8/10/2025, 1:19:47 PM GPT Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
8/12/2025, 12:45:16 PM GPT Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
8/14/2025, 12:55:26 PM GPT Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
8/18/2025, 10:10:39 AM Gemini Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
8/20/2025, 9:44:15 AM Gemini Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
8/22/2025, 9:43:14 AM Gemini Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
8/24/2025, 9:42:13 AM Gemini Airport transfer reliability Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
8/26/2025, 1:10:39 PM GPT Remote work week Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
8/28/2025, 1:21:49 PM GPT Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
8/30/2025, 12:58:28 PM GPT Airport transfer reliability Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
9/3/2025, 10:06:35 AM Gemini Remote work week Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
9/5/2025, 10:05:34 AM Gemini Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
9/7/2025, 12:55:26 PM GPT Remote work week Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
9/9/2025, 1:06:35 PM GPT Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
9/11/2025, 1:20:48 PM GPT Airport transfer reliability Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
9/15/2025, 10:11:40 AM Gemini Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
9/17/2025, 10:10:39 AM Gemini Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out —
9/19/2025, 10:02:31 AM Gemini Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
9/21/2025, 12:47:19 PM GPT Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
9/23/2025, 12:58:28 PM GPT Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. projection written_confirmation out —
9/25/2025, 1:08:37 PM GPT Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. projection policy_page_or_faq out —
9/27/2025, 1:19:47 PM GPT Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. projection policy_page_or_faq out —
10/1/2025, 10:07:36 AM Gemini Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
10/3/2025, 10:06:35 AM Gemini Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out —
10/5/2025, 9:57:28 AM Gemini Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out —
10/7/2025, 9:56:27 AM Gemini Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
10/9/2025, 12:40:12 PM GPT Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
10/11/2025, 12:54:24 PM GPT Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out —
10/13/2025, 1:04:34 PM GPT Quiet wellness stay Silent low 5 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out —
10/15/2025, 1:15:43 PM GPT Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
10/19/2025, 10:01:31 AM Gemini Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
10/21/2025, 10:19:47 AM Gemini Late transfer arrival Substituted low 4 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out Patong competitor A, Patong competitor B
10/23/2025, 10:18:46 AM Gemini Quiet wellness stay Substituted low 4 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out Patong competitor A, Patong competitor B
10/25/2025, 10:17:45 AM Gemini Pet-friendly weekend Substituted low 4 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out Karon competitor C, Karon competitor D
10/27/2025, 12:46:17 PM GPT Family stay Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
10/29/2025, 12:56:26 PM GPT Late transfer arrival Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out —
10/31/2025, 1:17:46 PM GPT Remote work week Substituted low 4 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out Karon competitor C, Karon competitor D
11/2/2025, 12:50:21 PM GPT Pet-friendly weekend Silent low 5 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out —
11/4/2025, 1:01:31 PM GPT Airport transfer reliability Silent low 5 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out —
11/8/2025, 9:47:19 AM Gemini Late transfer arrival Substituted low 4 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out Patong competitor A, Patong competitor B
11/10/2025, 10:05:34 AM Gemini Remote work week Substituted low 4 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out Karon competitor C, Karon competitor D
11/12/2025, 10:04:34 AM Gemini Pet-friendly weekend Substituted low 4 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out Karon competitor C, Karon competitor D
11/14/2025, 10:03:33 AM Gemini Airport transfer reliability Substituted low 4 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out Patong competitor A, Patong competitor B
11/16/2025, 1:16:44 PM GPT Late transfer arrival Substituted low 4 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out Karon competitor C, Karon competitor D
11/18/2025, 12:42:14 PM GPT Remote work week Substituted low 4 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq out Patong competitor A, Patong competitor B
11/20/2025, 1:03:33 PM GPT Pet-friendly weekend Substituted low 4 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out Karon competitor C, Karon competitor D
11/22/2025, 1:07:36 PM GPT Airport transfer reliability Substituted low 4 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out Patong competitor A, Patong competitor B
11/26/2025, 10:08:37 AM Gemini Late transfer arrival Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in Karon competitor C
11/28/2025, 10:00:30 AM Gemini Remote work week Hesitation medium 2 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq in Patong competitor A
11/30/2025, 10:17:46 AM Gemini Pet-friendly weekend Hesitation medium 2 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq in Karon competitor C
12/2/2025, 9:49:20 AM Gemini Airport transfer reliability Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in Patong competitor A
12/4/2025, 12:53:24 PM GPT Late transfer arrival Substituted low 4 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation out Patong competitor A, Patong competitor B
12/6/2025, 1:03:33 PM GPT Remote work week Hesitation medium 2 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq in Karon competitor C
12/8/2025, 1:14:43 PM GPT Pet-friendly weekend Substituted low 4 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out Karon competitor C, Karon competitor D
12/10/2025, 12:51:22 PM GPT Airport transfer reliability Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in Patong competitor A
12/14/2025, 9:55:25 AM Gemini Late transfer arrival Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in —
12/16/2025, 9:53:24 AM Gemini Remote work week Hesitation medium 2 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq in —
12/18/2025, 9:45:17 AM Gemini Pet-friendly weekend Hesitation medium 2 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq in —
12/20/2025, 10:03:32 AM Gemini Airport transfer reliability Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in —
12/22/2025, 1:06:35 PM GPT Late transfer arrival Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in Patong competitor A
12/24/2025, 1:16:45 PM GPT Remote work week Hesitation medium 2 Operational evidence for this scenario is still under-specified for a confident machine decision. canon policy_page_or_faq in —
12/26/2025, 12:43:14 PM GPT Pet-friendly weekend Substituted low 4 Cross-surface scenario trust has not yet fully converged for this use case. canon policy_page_or_faq out Patong competitor A, Patong competitor B
12/28/2025, 12:53:24 PM GPT Airport transfer reliability Hesitation medium 2 Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted. canon written_confirmation in Karon competitor C
Family stay
Gemini | Jul 03
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
Gemini | Jul 05
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
Gemini | Jul 07
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Jul 09
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
GPT | Jul 11
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
GPT | Jul 13
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Pet-friendly weekend
GPT | Jul 15
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
GPT | Jul 17
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
Gemini | Jul 21
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Quiet wellness stay
Gemini | Jul 23
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Airport transfer reliability
Gemini | Jul 25
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
GPT | Jul 27
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
GPT | Jul 29
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Jul 31
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Remote work week
Gemini | Aug 04
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Aug 06
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
GPT | Aug 08
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
GPT | Aug 10
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
GPT | Aug 12
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Aug 14
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
Gemini | Aug 18
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
Gemini | Aug 20
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Pet-friendly weekend
Gemini | Aug 22
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
Gemini | Aug 24
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
GPT | Aug 26
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Quiet wellness stay
GPT | Aug 28
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Airport transfer reliability
GPT | Aug 30
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
Gemini | Sep 03
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Sep 05
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Remote work week
GPT | Sep 07
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Quiet wellness stay
GPT | Sep 09
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Airport transfer reliability
GPT | Sep 11
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
Gemini | Sep 15
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
Gemini | Sep 17
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Sep 19
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
GPT | Sep 21
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
GPT | Sep 23
Silent
Confidence low
Risk 5
Fix mode projection
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
GPT | Sep 25
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Sep 27
Silent
Confidence low
Risk 5
Fix mode projection
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
Gemini | Oct 01
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
Gemini | Oct 03
Silent
Confidence low
Risk 5
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
Gemini | Oct 05
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Oct 07
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
GPT | Oct 09
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
GPT | Oct 11
Silent
Confidence low
Risk 5
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
GPT | Oct 13
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Oct 15
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
Gemini | Oct 19
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
Gemini | Oct 21
Substituted
Confidence low
Risk 4
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 2

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Quiet wellness stay
Gemini | Oct 23
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Oct 25
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Cross-surface scenario trust has not yet fully converged for this use case.

Family stay
GPT | Oct 27
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Late transfer arrival
GPT | Oct 29
Silent
Confidence low
Risk 5
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
GPT | Oct 31
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Nov 02
Silent
Confidence low
Risk 5
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
GPT | Nov 04
Silent
Confidence low
Risk 5
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
Gemini | Nov 08
Substituted
Confidence low
Risk 4
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 2

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
Gemini | Nov 10
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Nov 12
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
Gemini | Nov 14
Substituted
Confidence low
Risk 4
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 2

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
GPT | Nov 16
Substituted
Confidence low
Risk 4
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 2

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
GPT | Nov 18
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Nov 20
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
GPT | Nov 22
Substituted
Confidence low
Risk 4
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 2

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
Gemini | Nov 26
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 1

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
Gemini | Nov 28
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof policy_page_or_faq
Shortlist in
Competitors 1

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Nov 30
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof policy_page_or_faq
Shortlist in
Competitors 1

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
Gemini | Dec 02
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 1

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
GPT | Dec 04
Substituted
Confidence low
Risk 4
Fix mode canon
Proof written_confirmation
Shortlist out
Competitors 2

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
GPT | Dec 06
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof policy_page_or_faq
Shortlist in
Competitors 1

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Dec 08
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
GPT | Dec 10
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 1

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
Gemini | Dec 14
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
Gemini | Dec 16
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof policy_page_or_faq
Shortlist in
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
Gemini | Dec 18
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof policy_page_or_faq
Shortlist in
Competitors 0

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
Gemini | Dec 20
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 0

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Late transfer arrival
GPT | Dec 22
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 1

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Remote work week
GPT | Dec 24
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof policy_page_or_faq
Shortlist in
Competitors 0

Operational evidence for this scenario is still under-specified for a confident machine decision.

Pet-friendly weekend
GPT | Dec 26
Substituted
Confidence low
Risk 4
Fix mode canon
Proof policy_page_or_faq
Shortlist out
Competitors 2

Cross-surface scenario trust has not yet fully converged for this use case.

Airport transfer reliability
GPT | Dec 28
Hesitation
Confidence medium
Risk 2
Fix mode canon
Proof written_confirmation
Shortlist in
Competitors 1

Arrival and booking-path certainty stays below trust threshold until the direct contract is accepted.

Move from simulated proof to live district telemetry

Start from your own district scope, scenario pack, and booking boundary. Then run the same cadence against real model behavior instead of generalized market assumptions.

Operational read
Proof becomes useful only when it uses the same routing logic, scenario pressure, and blocker discipline that the live infrastructure will enforce after deployment.
Explore Hotel Infrastructure Read Methodology