Corporate travel management
Asked as “corporate travel booking platform”, and as “business travel management tool”, on behalf of a mid-market B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48Navan25TravelPerk16Booking.com for Business11others
48% of first choices, clear leader.
Since October 2026▼−5Since October 2026: 53% → 48%, −5 points. Inside the 10-point floor: within noise.Navan held the lead, −5 points on 53%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Booking.com for Business33%Contested↗new leaderNew leader since October 2026: Booking.com for Business (33%) replaces Navan (37% then, 28% now), 5 points clear, inside the 10-point floor.Standing →Mid-market
Navan48%Clear leader▼−5Since October 2026: 53% → 48%, −5 points. Inside the 10-point floor: within noise.This pageEnterprise
SAP Concur48%Clear leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.Standing →
Booking.com for Business33%Contested↗new leaderNew leader since October 2026: Booking.com for Business (33%) replaces Navan (37% then, 28% now), 5 points clear, inside the 10-point floor.Standing →Mid-marketNavan48%Clear leader▼−5Since October 2026: 53% → 48%, −5 points. Inside the 10-point floor: within noise.This pageEnterpriseSAP Concur48%Clear leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Navan48%7%68endorsed leader▼−5Since October 2026: 53% → 48%, −5 points. Inside the 10-point floor: within noise.53% → 48%
Navan48%7%68endorsed leader▼−5Since October 2026: 53% → 48%, −5 points. Inside the 10-point floor: within noise.53% → 48%02
TravelPerk25%6%71accepted challenger▲+5Since October 2026: 20% → 25%, +5 points. Inside the 10-point floor: within noise.20% → 25%
TravelPerk25%6%71accepted challenger▲+5Since October 2026: 20% → 25%, +5 points. Inside the 10-point floor: within noise.20% → 25%03Booking.com for Business16%27%33criticized challenger▲+2Since October 2026: 14% → 16%, +2 points. Inside the 10-point floor: within noise.14% → 16%
Booking.com for Business16%27%33criticized challenger▲+2Since October 2026: 14% → 16%, +2 points. Inside the 10-point floor: within noise.14% → 16%04
Amex GBT Egencia2%26%31criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Amex GBT Egencia2%26%31criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the eight products at 0%, ordered by negative rate
12SAP Concur0%48%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Concur0%48%56criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
American Express Global Business Travel0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
American Express Global Business Travel0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
BCD Travel0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
BCD Travel0%11%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%06
Spotnana0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Spotnana0%10%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%05
Ramp0%8%24accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise.5% → 0%
Ramp0%8%24accepted challenger▼−5Since October 2026: 5% → 0%, −5 points. Inside the 10-point floor: within noise.5% → 0%10
CWT0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
CWT0%8%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%07
Brex0%6%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Brex0%6%18accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
ITILITE0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
ITILITE0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
For buyers
All six head-to-head pages: the top four products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Navan48%
Navan48%02TravelPerk25%
TravelPerk25%03Booking.com for Business16%
Booking.com for Business16%04Amex GBT Egencia2%
Amex GBT Egencia2%05Ramp0%
Ramp0%06Spotnana0%
Spotnana0%07Brex0%
Brex0%08BCD Travel0%
BCD Travel0%09ITILITE0%
ITILITE0%10CWT0%
CWT0%11American Express Global Business Travel0%
American Express Global Business Travel0%12SAP Concur0%
SAP Concur0%What they warned about
Eight of fourteen models held their first choice under the paraphrase. Gemini 3.5 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, MiniMax M2.5 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
SAP Concur48%
27 of 56 labels negative · 11 of 14 models · 4 hard negative
“Criticized for unpredictable costs... Many enterprise models flag it as a platform to avoid for predictable budgeting.” Mistral Small, negative prompt
Booking.com for Business27%
9 of 33 labels negative · 7 of 14 models · 4 hard negative
“it holds a notoriously low rating on Trustpilot (often 1.4/5). You should be cautious here if you expect flexibility” Qwen 3.7 Flash, negative prompt
Amex GBT Egencia26%
8 of 31 labels negative · 6 of 14 models · 3 hard negative
“When to avoid: For very small businesses or startups with infrequent, simple travel, these can be overkill and costly.” GLM 4.7 FlashX, budget prompt
Navan7%
5 of 68 labels negative · 5 of 14 models · 1 hard negative
“This is currently a "high caution" zone. The company is undergoing massive restructuring, layoffs, and software migrations.” Qwen 3.7 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
76 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 774 links across 177 sites, every framing counted. Ranked by the number of answers carrying the site or page. 20 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Perk34 answers · 47 citations · 12 models
vendor site · Navan29 answers · 42 citations · 13 models
28 answers · 30 citations · 11 models
vendor site · Booking.com26 answers · 64 citations · 13 models
vendor site · G225 answers · 40 citations · 11 models
vendor site · ITILITE19 answers · 29 citations · 8 models
vendor site · Routespring15 answers · 30 citations · 9 models
vendor site · Otto the Agent15 answers · 18 citations · 8 models
vendor site · Engine15 answers · 17 citations · 8 models
13 answers · 20 citations · 7 models
13 answers · 13 citations · 6 models
13 answers · 13 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 11 models
13 answers · 9 models
13 answers · 6 models
13 answers · 6 models
12 answers · 7 models
11 answers · 8 models
11 answers · 7 models
10 answers · 8 models
10 answers · 8 models
10 answers · 5 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best corporate travel booking platform”, “corporate travel booking platform”, “travel management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Navan navan.com Navan 48%, Navan, formerly TripActions 2% | 50% | 329 | 110,000 | 1,342 | 175,958 | $2,716 | 120 | 2 |
| Perk perk.com TravelPerk 25% | 25% | 154 | 5,400 | 113 | 37,067 company | 80 | 8 | |
| Booking.com booking.com Booking.com for Business 16% | 16% | 79 | 390 | 18 | 64,051,598 company | $961,327 | 119 | 3 |
| Engine engine.com | 4% | 28 | 90,500 | 1,465,204 | 141,924 | $4,510 | 120 | 1 |
| Amex GBT Egencia egencia.com | 2% | 80 | 170 | 5 | 16,426 | 0 | 1 | |
| Businesstravel.com businesstravel.com | 2% | 5 | ||||||
| GetGoing Travel | 2% | |||||||
| Ramp ramp.com | 0% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| Spotnana spotnana.com | 0% | 43 | 6,600 | 75 | 3,459 | 1 | ||
| Brex brex.com | 0% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 |
Google's top ten for the three searches hold 14 sites; 4 of them are among the sites the models cited here (business.booking.com, engine.com, navan.com, perk.com). The first result for “best corporate travel booking platform” is learn.g2.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best corporate travel booking platform for a mid-market B2B company?”Paraphrase“Which business travel management tool would you recommend to a mid-sized B2B company?”Comparative“What are the top travel management platforms and how do they differ?”Budget-constrained“What is the best corporate travel booking platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a corporate travel booking platform. What should we look at?”Negative“Which travel management platforms should I avoid or be cautious about?”
Claude Haiku 4.5NavanNavanHeldNavanEngineno first choiceagainst: Agoda, Booking.com for Business, Hotwire, TripAdvisor
Three alternatives
Engine, Ramp, TravelPerkThree alternatives
AmTrav, Brex, TravelPerkFive alternatives
Amex GBT Egencia, Ramp, SAP Concur, Spotnana, TravelPerkFive alternatives
Booking.com for Business, Navan, Ramp, TravelPerk, Zoho ExpenseGPT-5.4 miniNavanNavanHeldNavanTravelPerkagainst: SAP Concurno first choiceagainst: Corporate Travel Management, SAP Concur, Travel Compositor, TravelPerk, Travellink, WeTravel
Three alternatives
Corporate Traveler, SAP Concur, TravelPerkThree alternatives
Ramp, SAP Concur, TravelPerkEight alternatives
Amex GBT Egencia, BCD Travel, CWT, FCM Travel, Reed & Mackay, SAP Concur, Spotnana, TravelPerkOne alternative
Rippling TravelGemini 3.5 FlashNavanagainst: SAP ConcurNavan, TravelPerkChangedagainst: SAP ConcurNavan, SAP ConcurBooking.com for Business, Engineno first choiceagainst: Amex GBT Egencia, Expensify Travel, Navan, SAP Concur, TravelPerk
Four alternatives
ITILITE, Ramp, Spotnana, TravelPerkThree alternatives
Amex GBT Egencia, Brex, RampFour alternatives
Amex GBT Egencia, Brex, Ramp, TravelPerkFour alternatives
BILL Spend & Expense, Navan, Ramp, TravelPerkPerplexity SonarNavanagainst: Booking.com for Business, SAP ConcurNavanHeldagainst: SAP Concurno first choiceBooking.com for Businessno first choiceagainst: Booking.com for Business, Brex, Expedia for Business, Hotels.com, Navan, Ramp, TravelBank
Two alternatives
ITILITE, TravelPerkFour alternatives
AmTrav, Brex, Corporate Traveler, TravelPerkTwelve alternatives
Amex GBT Egencia, BCD Travel, Brex, CWT, FCM Travel, Navan, Ramp, SAP Concur, Spotnana, TravelBank, TravelPerk, Zoho Travel + ExpenseTwo alternatives
Engine, RampGrok 4.20TravelPerkagainst: Amex GBT Egencia, SAP ConcurTravelPerkHeldagainst: Amex GBT Egencia, SAP ConcurAmerican Express Global Business Travelagainst: SAP ConcurBooking.com for Businessno first choiceagainst: Airbnb, Booking.com for Business, Chase Travel, Expedia for Business, FlightHub, Goibibo, Hotels.com, Orbitz, Priceline, TravelTriangle, TripAdvisor, Vrbo
Two alternatives
Brex, NavanThree alternatives
Booking.com for Business, Navan, RoomexFive alternatives
BCD Travel, CWT, Navan, TravelBank, TravelPerkTwo alternatives
Navan, TravelPerkMistral SmallNavan, TravelPerkNavan, TravelPerkHeldNavanBooking.com for Business, GetGoing Travelno first choiceagainst: Agoda, Airbnb, Booking.com for Business, Chase Travel, Expedia for Business, SAP Concur, TravelPerk, Vrbo
Two alternatives
Booking.com for Business, ITILITEOne alternative
SAP ConcurSeven alternatives
Amex GBT Egencia, Deem, Roomex, Rydoo, SAP Concur, Spendesk, TravelPerkOne alternative
MelonDeepSeek V4 FlashNavanagainst: SAP ConcurNavanHeldagainst: American Express Global Business Travel, Amex GBT Egencia, Expensify Travel, Ramp, SAP ConcurNavan, TravelPerkNavanNavan, TravelPerkagainst: American Express Global Business Travel, Booking.com for Business, FantasticStay, Kiwi.com, Navan, Reed & Mackay, SAP Concur, Spotnana, TravelPerk, Vanio, trivago
Two alternatives
ITILITE, TravelPerkOne alternative
TravelPerkThree alternatives
American Express Global Business Travel, SAP Concur, SpotnanaThree alternatives
Booking.com for Business, ITILITE, TravelPerkTwo alternatives
Amex GBT Egencia, SAP ConcurLlama 4 MaverickNavan, TravelPerkTravelPerkChangedno first choiceBooking.com for Businessno first choicenothing named
Three alternatives
Navan, TravelBank, TravelPerkQwen 3.7 FlashNavan, TravelPerkNavanChangedagainst: SAP ConcurNavanBooking.com for Businessno first choiceagainst: SAP Concuragainst: American Express Global Business Travel, Booking.com for Business, Gotogate, MakeMyTrip, Mytrip, Navan, Spotnana
Four alternatives
American Express Global Business Travel, Booking.com for Business, FCM Travel, SpotnanaTwo alternatives
Ramp, TravelPerkFour alternatives
Amex GBT Egencia, CWT Business Travel, SAP Concur, TravelPerkTwo alternatives
Melon, TravelPerkThree alternatives
Engine, Navan, TravelPerkKimi K2TravelPerkagainst: Amex GBT Egencia, SAP ConcurNavanChangedagainst: SAP ConcurNavanNavanAmex GBT Egencia, Navan, TravelPerkagainst: SAP Concuragainst: Amex GBT Egencia, BCD Travel, CWT, Gate 1 Travel, GuestReservations, LOL.Travel, MakeMyTrip, SAP Concur, Travelzoo, Travoman LLC, Trip.com, trivago
Three alternatives
ITILITE, Navan, SpotnanaOne alternative
TravelPerkSix alternatives
American Express Global Business Travel, BCD Travel, CWT, SAP Concur, Spotnana, TravelPerkFour alternatives
Booking.com for Business, Expensify Travel, Ramp, TravelPerkThree alternatives
American Express Global Business Travel, Routespring, Spotnana-poweredGLM 4.7 FlashXNavanagainst: Booking.com for Business, SAP ConcurNavanHeldagainst: SAP ConcurNavanBooking.com for Business, Businesstravel.comagainst: Amex GBT Egencia, Expedia for Businessno first choiceagainst: SAP Concuragainst: Booking.com for Business, Expedia for Business, Guest Reservations, Navan, Priceline, Rakuten Travel, SAP Concur, trivago
One alternative
TravelPerkOne alternative
TravelPerkEleven alternatives
Amex GBT Egencia, BCD Travel, Brex, CTM Travel, CWT, FCM Travel, Ramp, Rippling Finance, SAP Concur, TravelPerk, myBizFour alternatives
ITILITE, Navan, SAP Concur, TravelPerkFour alternatives
ITILITE, Navan, Ramp, TravelPerkMiniMax M2.5TravelPerkagainst: BCD Travel, SAP ConcurNavanChangedagainst: SAP ConcurNavanBooking.com for Businessno first choicenothing named
One alternative
NavanTwo alternatives
Brex, TravelPerkSix alternatives
American Express Global Business Travel, BCD Travel, Roomex, SAP Concur, TravelBank, TravelPerkTwo alternatives
Businesstravel.com, Corporate TravelerGPT-6 LunaNavanNavanHeldNavan, TravelPerkNavanno first choiceagainst: Amex GBT Egencia, Hopper, SAP Concur
Three alternatives
Ramp, SAP Concur, TravelPerkTwo alternatives
Ramp, TravelPerkSix alternatives
Amex GBT Egencia, BCD Travel, Corporate Travel Management, FCM Travel, SAP Concur, SpotnanaOne alternative
Booking.com for BusinessMuse Glimmer 30BNavanNavan, formerly TripActionsChangedNavan, formerly TripActionsBooking.com for Businessno first choiceagainst: Navan, formerly TripActions, RMS Cloud
Three alternatives
SAP Concur, Spotnana, TravelPerkThree alternatives
Brex, TravelBank, TravelPerkSix alternatives
American Express Global Business Travel, Amex GBT Egencia, BCD Travel, CWT, Spotnana, TravelPerkOne alternative
TravelPerkBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:40 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:02 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:03 | yes | 11 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:41 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 10 | 37 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:41 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:59 | yes | 25 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:53 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:46 | yes | 10 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 10 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:15 | yes | 19 | 69 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:20 | yes | 5 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:20 | yes | 4 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:43 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:17 | yes | 14 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:56 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:48 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:01 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 5 | 24 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:37 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:52 | yes | 16 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:54 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:20 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:53 | yes | 10 | 47 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:43 | yes | 15 | 31 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:50 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:27 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 13 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:57 | yes | 10 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:48 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:25 | no | 0 | 15 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:21 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 5 | 30 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:05 | yes | 24 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:56 | yes | 5 | 16 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:19 | yes | 15 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:54 | yes | 10 | 54 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:39 | yes | 5 | 36 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:48 | yes | 6 | 21 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:29 | yes | 14 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:39 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:24 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:13 | yes | 11 | 17 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:04 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 26 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:31 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:13 | yes | 18 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:09 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:42 | yes | 5 | 22 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:45 | yes | 10 | 36 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:37 | yes | 24 | 189 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:47 | yes | 14 | 45 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:07 | yes | 2 | 13 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:10 | yes | 12 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:48 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:30 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:41 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:44 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 5 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:31 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:07 | yes | 24 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:55 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:48 | yes | 5 | 35 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:56 | yes | 15 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:42 | yes | 24 | 48 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:54 | no | 0 | 16 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:44 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:56 | yes | 14 | 17 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:06 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:37 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:30 | yes | 11 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:26 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 31 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:48 | yes | 5 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:17 | yes | 23 | 20 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:54 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:40 | yes | 5 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:19 | yes | 24 | 18 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:01 | no | 0 | 23 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:52 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:17 | yes | 15 | 21 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Amadeus read as Amadeus Cytric
BCD read as BCD Travel
BILL read as BILL Spend & Expense
Booking.com read as Booking.com for Business
Expedia read as Expedia for Business
Expensify read as Expensify Travel
Kayak read as KAYAK for Business
Perk read as TravelPerk
Perk (TravelPerk) read as TravelPerk
Perk (formerly TravelPerk) read as TravelPerk
Unresolved, counted raw
AllFly
CWT Business Travel
Direct Travel
FantasticStay
FlightHub
Gate 1 Travel
GetGoing Travel
Goibibo
Google Flights
Gotogate
Guest Reservations
GuestReservations
Happay
Hopper
Kiwi.com
LOL.Travel
Mytrip
Orbitz
RMS Cloud
Rakuten Travel
Spotnana-powered
Travel Compositor
TravelTriangle
Travellink
Travelzoo
Travoman LLC
TripIt
Vanio
Discontinued, still offered
No shut-down product was recommended here.