Research

The data behind
the intelligence layer.

Every claim here is anchored to a primary source. We start with how we measure our own model - TripBench, our open evaluation benchmark - then collect the industry research and market data that inform how tripcreator.ai thinks about travel technology.

TripBench · our benchmark

How we measure whether a plan is actually feasible.

TripBench scores whether an itinerary holds up in the real world - not whether it reads well. The same frozen, content-addressed prompts run through the frontier flagships and the funded travel-AI field, judged head-to-head by an independent panel. We publish the whole field - including where a specialized model like ours still trails the frontier giants. Every number is reproducible from the published set and protocol.

Public arena

Plan quality - frontier flagships & the travel-AI field

2026-05-26
ELO · Bradley-Terry
Bradley-Terry composite ELO from 1,456 head-to-head judgments by an independent cross-family panel (Claude Sonnet + Gemini), majority vote, on a frozen prompt set. Frontier flagships are named; the direct travel-AI competitors are anonymized. OpenAI GPT was not in this run - shown in evaluation, never a fabricated number.

What we measure

Spatial grounding

Every named place exists and resolves to real coordinates - no invented towns, hotels, or museums.

Day coherence

A real person could actually complete each day as written, in the order given.

Transport viability

Every leg between stops is a real connection that fits the time the plan budgets for it.

Budget adherence

The itinerary holds to the stated budget band from first booking to last.

Protocol

Evaluation set
A frozen panel of prompts spanning multiple regions and trip shapes. Content-addressed by SHA-256; a train ∩ eval leakage check must return empty on every run, so a model can never be scored on something it trained on.
Scoring
Each prompt is run through every model; outputs are judged head-to-head by an independent cross-family panel (Claude Sonnet + Gemini, majority vote - neither model is judging its own family) and aggregated into a Bradley-Terry ELO.
Promotion gate
A challenger only ships to production if the bootstrap 95% confidence interval on its ΔELO versus the live model excludes zero. A win has to clear noise, not just edge ahead.
Replication
Fixed seed and prompt set, with the raw per-pair judgments and competitor outputs archived. Any number on this page is reproducible from the same inputs and the published judge protocol.

Reproducible by construction. The prompt set is content-addressed and the judge protocol is public, so every number on this board can be re-derived from the same inputs and the archived per-pair judgments - not taken on faith. A full technical report and the public leaderboard follow.

01

Traveler Behavior

How travelers research, plan, and book

59% of travelers don't have a specific destination in mind when they first decide to take a trip.

- Expedia Group - Path to Purchase

Travelers visit an average of 38 websites before booking. The research phase spans weeks of fragmented browsing.

- Expedia Group - Traveler Study, 2023

90% of consumers read online reviews before visiting a business. In travel, review content directly influences booking decisions.

- BrightLocal - Consumer Review Survey, 2024

83% of Gen Z travelers use social media as a source of travel inspiration, compared to 69% of millennials.

- Morning Consult x Booking.com

Mobile devices account for over 50% of travel bookings globally. Desktop still dominates for complex, multi-leg itineraries.

- Phocuswright - Global Travel Market Report, 2024

The average booking window has compressed by 20% since 2019, with travelers deciding closer to departure dates.

- Amadeus - Travel Trends, 2024

72% of travelers say they are willing to pay more for personalized travel experiences.

- Skift Research - Megatrends 2024

50% of travelers say they're more likely to use a travel advisor than they were in the past. 27% of advisor clients are working with an advisor for the first time.

- ASTA, 2023
02

Tour Operators

AI adoption, booking trends, and direct channel economics

80% of USTOA tour operator members now use AI in some capacity, up sharply from 28% two years ago.

- USTOA - 2025 Annual Survey

71% of tour operators report increased traveler hesitancy. 63% see shorter booking windows - travelers deciding closer to departure.

- USTOA - 2025 Annual Survey

88% of tour operators anticipate sales growth in 2026, with 55% projecting gains of 7-10%+.

- USTOA - 2025 Annual Survey

90% of tour operators plan to utilize travel advisors in 2026. 78% say the advisor role is very important to their business.

- USTOA - 2025 Annual Survey

OTA commissions have risen from 15-20% to 30%+. Direct booking costs stay consistently at 4.25-4.5%.

- HFTP - Cendyn 20-year hotel data

By 2030, hotel direct digital channels are projected to overtake OTAs - $400+ billion in direct bookings versus $333 billion through OTAs.

- Skift Research - Hotel Distribution Outlook 2024

Phocuswright projects the U.S. travel agency market will grow to $123 billion by 2026, driven by advisor-assisted complex travel.

- Phocuswright via PhocusWire

18% of travelers who start their research on an OTA ultimately book direct - capturing those bookings requires a tech stack that supports it.

- Phocuswright, 2024
03

Destination Marketing Orgs

Session depth, ROI challenges, and intent-based monetization

Travel & Leisure is the only industry with average website session duration above 3 minutes - well above the cross-industry median of 2 minutes 38 seconds.

- Databox - Content Marketing Benchmarks by Industry, 2024

85% of DMOs are maintaining or increasing digital advertising budgets. But 54% struggle to demonstrate clear ROI.

- Sojern - State of Destination Marketing 2025

51% of DMOs say data analysis is a major challenge. 45% struggle to turn data into actionable strategies.

- Sojern - State of Destination Marketing 2025

96% of DMOs invest in paid media as essential to achieving marketing objectives. 58% take an always-on approach, investing year-round.

- Sojern - State of Destination Marketing 2024

DMOs anticipate AI's impact will be most pronounced in content creation, with nearly half (49%) foreseeing significant impact.

- Sojern - State of Destination Marketing 2024

59% of travelers don't have a specific destination in mind when they first decide to take a trip - open to inspiration destinations can deliver on their own site.

- Expedia Group - Path to Purchase

Average display ad CTR in travel is just 0.47% - retargeting users who already showed intent significantly outperforms cold display.

- AI Digital - 2025-2026 CTR Benchmark

OTAs capture 40-60% of transactional clicks in many markets - for most destinations, the moment of inspiration is theirs but the moment of booking is not.

- Phocuswright, 2024
04

Advisor Channels

The growing economics of advisor-assisted travel

$1 in every $4 spent on travel is now booked through a travel advisor. Gross travel agency bookings totaled $119.3 billion in 2024 and are projected to reach $141.7 billion by 2027.

- American Society of Travel Advisors (ASTA)

50% of travelers say they're more likely to use a travel advisor than they were in the past. 27% of advisor clients are working with an advisor for the first time.

- ASTA, 2023

Only 2% of advisor clients book through their advisor because the advisor offers the best price. Clients book on relationship, customer service, and expertise.

- Phocuswright

73% of travel advisors' clients are over 40. 58% have incomes over $100,000.

- Phocuswright

2,068 advisors reported producing over $1.5 billion in sales and generating 218,342 bookings for suppliers in 2022.

- Host Agency Reviews - Hosted Travel Advisor Report, 2023

93% of new advisors entering the profession in 2022 chose the hosted route - making host agencies the dominant on-ramp into the profession.

- Host Agency Reviews - Hosted Travel Advisor Report, 2023

90% of tour operators plan to utilize advisors in 2026. 78% say the advisor role is very important to their business strategy.

- USTOA - 2025 Annual Survey

The average advisor manages 50-80 active client relationships. Time spent on intake, formatting, and coordination directly competes with time spent selling.

- Host Agency Reviews - Independent Travel Advisor Report, 2023
05

Events & Tourism

The economic engine of event-driven travel

The global event tourism market is valued at $1.5 trillion in 2025 and projected to reach $2.6 trillion by 2032, expanding at 7.3% CAGR.

- Persistence Market Research - Event Tourism Market Report

CES Las Vegas 2024 welcomed over 135,000 attendees and generated $600 million in direct spending.

- Persistence Market Research

The 2024 Paris Olympics were projected to generate up to EUR10.7 billion in economic impact, with EUR1.4-3.5 billion attributed specifically to tourism beyond the event itself.

- Oxford Economics - 2024 Paris Olympics analysis

49% of event planners anticipate higher in-person attendance in 2026 - even as budget pressures and unpredictable attendee behavior remain top challenges.

- PCMA - Convene 32nd Annual Meetings Market Survey, 2025

Sports event attendees spend 1.5-2x more than conference attendees, driven by ticket pricing, hospitality, and merchandise.

- Persistence Market Research - Event Tourism Market Report

Hybrid events are growing fastest of any event format - 13% CAGR through 2032 - as organizers monetize digital audiences while keeping the economic benefits of on-site attendance.

- Persistence Market Research - Event Tourism Market Report

Conferences and exhibitions account for 38% of total event tourism revenue globally. Sports tourism follows at 26%.

- Persistence Market Research - Event Tourism Market Report
06

Original Work

Research and frameworks produced by tripcreator.ai

tripcreator.ai's itinerary engine scores 4.3/5 average across 1,200+ generated plans in blind evaluation against human-curated baselines.

- tripcreator.ai internal benchmark, Q1 2026

The Trajectory Transformer architecture evaluates geographic sequences for backtracking, poor open jaw alignments, and wasted transit days - producing a structural quality score per itinerary.

- tripcreator.ai engineering brief

Destination Visual Intelligence System (DVIS) generates seasonally accurate, location-specific imagery using scene composition rules - replacing generic stock photography.

- tripcreator.ai - DVIS architecture doc

Contextual Emotional Anchor Mapping (CEAM) identifies the experiential moments most likely to drive booking conversion and places them strategically within itinerary sequences.

- tripcreator.ai - CEAM framework

This page is updated regularly as new research is published.
If you have a source we should include, let us know.