Index › Finance › Spend and procurement › Corporate travel managem › Enterprise · November 2026 Edition
Corporate travel management for enterprise buyers
Asked as “corporate travel booking platform”, and as “business travel management tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
48%
Clear leader
48SAP Concur28Navan08Engine16others
48% of first choices, clear leader.
Since October 2026▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.SAP Concur held the lead, +2 points on 46%, 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.Standing →Enterprise
SAP Concur48%Clear leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.This page
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.Standing →EnterpriseSAP Concur48%Clear leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01SAP Concur48%23%77endorsed leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.46% → 48%
SAP Concur48%23%77endorsed leader▲+2Since October 2026: 46% → 48%, +2 points. Inside the 10-point floor: within noise.46% → 48%02Navan28%17%71accepted challenger=heldSince October 2026: 28% → 28%, ±0 points. Inside the 10-point floor: within noise.28% → 28%
Navan28%17%71accepted challenger=heldSince October 2026: 28% → 28%, ±0 points. Inside the 10-point floor: within noise.28% → 28%03
Engine8%18%11accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 10-point floor: within noise.0% → 8%
Engine8%18%11accepted challenger▲+8Since October 2026: 0% → 8%, +8 points. Inside the 10-point floor: within noise.0% → 8%04
Amex GBT Egencia2%16%37accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 10-point floor: within noise.10% → 2%
Amex GBT Egencia2%16%37accepted challenger▼−8Since October 2026: 10% → 2%, −8 points. Inside the 10-point floor: within noise.10% → 2%05
BCD Travel2%18%33accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
BCD Travel2%18%33accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%06
Spotnana2%12%26accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Spotnana2%12%26accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%07
American Express Global Business Travel2%21%28accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%
American Express Global Business Travel2%21%28accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%08
CWT2%23%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
CWT2%23%22accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the one product at 0%, ordered by negative rate
09
TravelPerk0%15%47accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
TravelPerk0%15%47accepted 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
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01SAP Concur48%
SAP Concur48%02Navan28%
Navan28%03Engine8%
Engine8%04Amex GBT Egencia2%
Amex GBT Egencia2%05BCD Travel2%
BCD Travel2%06Spotnana2%
Spotnana2%07American Express Global Business Travel2%
American Express Global Business Travel2%08CWT2%
CWT2%09TravelPerk0%
TravelPerk0%What they warned about
Five of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and GPT-6 Luna 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 Concur23%
18 of 77 labels negative · 13 of 14 models · 3 hard negative
“criticized for its outdated and unintuitive user interface... customer service is frequently cited as difficult to work with” Mistral Small, negative prompt
Navan17%
12 of 71 labels negative · 11 of 14 models · 3 hard negative
“large enterprises should be cautious about or consider avoiding the following travel management platforms... Users report frequent technical failures” Mistral Small, negative prompt
TravelPerk15%
7 of 47 labels negative · 6 of 14 models · 2 hard negative
“Avoid SMB-first platforms (TravelPerk, Itilite, TravelBank) if you operate across more than 15 countries” Gemini 3.5 Flash, negative prompt
Amex GBT Egencia16%
6 of 37 labels negative · 6 of 14 models
“While positioned as an enterprise solution, it has received mixed user feedback, with some users finding it lacks capabilities beyond consumer travel sites.” Claude Haiku 4.5, 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
75 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. 922 links across 186 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 · Perk44 answers · 65 citations · 12 models
vendor site · Navan39 answers · 70 citations · 14 models
34 answers · 51 citations · 12 models
vendor site · Routespring24 answers · 47 citations · 10 models
23 answers · 43 citations · 7 models
vendor site · G223 answers · 40 citations · 10 models
vendor site · Booking.com23 answers · 37 citations · 11 models
vendor site · Engine22 answers · 41 citations · 9 models
20 answers · 20 citations · 9 models
14 answers · 22 citations · 7 models
vendor site · ITILITE14 answers · 20 citations · 7 models
14 answers · 14 citations · 8 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.
19 answers · 9 models
18 answers · 9 models
16 answers · 9 models
15 answers · 9 models
12 answers · 6 models
12 answers · 7 models
12 answers · 8 models
11 answers · 9 models
11 answers · 6 models
11 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| SAP Concur sap.com | 48% | 414 | 74,000 | 502 | 2,214,514 | $1,251 | 23 | |
| Navan navan.com Navan 28%, Navan, formerly TripActions 0% | 28% | 329 | 110,000 | 1,342 | 175,958 | $2,716 | 120 | 2 |
| Engine engine.com | 8% | 28 | 90,500 | 1,465,204 | 141,924 | $4,510 | 120 | 1 |
| ITILITE itilite.com | 6% | 23 | 880 | 12 | 29,741 | $121 | 7 | |
| Amex GBT Egencia egencia.com | 2% | 80 | 170 | 5 | 16,426 | 0 | 1 | |
| BCD bcdtravel.com BCD Travel 2% | 2% | 50 | 9,900 | 224 | 41,942 | 16 | 7 | |
| Spotnana spotnana.com | 2% | 43 | 6,600 | 75 | 3,459 | 1 | ||
| American Express americanexpress.com American Express Global Business Travel 2% | 2% | 38 | 3,350,000 | 23,185 | 22,105,127 company | $20,307 | 119 | |
| CWT mycwt.com | 2% | 35 | 12,100 | 979 | 38,806 | |||
| Perk perk.com TravelPerk 0% | 0% | 154 | 5,400 | 113 | 37,067 company | 80 | 8 |
Google's top ten for the three searches hold 14 sites; 5 of them are among the sites the models cited here (business.booking.com, engine.com, navan.com, oncehub.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 an enterprise B2B company?”Paraphrase“Which business travel management tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade travel management platforms and how do they differ?”Budget-constrained“What is the best corporate travel booking platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a corporate travel booking platform. What should we look at?”Negative“Which travel management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5SAP ConcurSAP ConcurHeldSAP ConcurSAP Concurno first choiceagainst: Amex GBT Egencia, SAP Concur
Two alternatives
Amex GBT Egencia, NavanThree alternatives
American Express Global Business Travel, Amex GBT Egencia, NavanFour alternatives
Amex GBT Egencia, Engine, Navan, SpotnanaTwo alternatives
Engine, NavanGPT-5.4 miniNavanSAP ConcurChangedNavan, SAP ConcurSAP Concurno first choiceagainst: Navan, TravelPerk
Three alternatives
Amex GBT Egencia, SAP Concur, TravelPerkThree alternatives
American Express Global Business Travel, Amex GBT Egencia, NavanSeven alternatives
American Express Global Business Travel, Amex GBT Egencia, BCD Travel, CWT, FCM Travel Solutions, Reed & Mackay, SpotnanaOne alternative
NavanGemini 3.5 FlashNavanNavanHeldAmerican Express Global Business Travel, SAP ConcurNavanno first choiceagainst: SAP Concuragainst: American Express Global Business Travel, BCD Travel, BizAway, CWT, ITILITE, Navan, SAP Concur, Spotnana, TravelBank, TravelPerk
Four alternatives
Amex GBT Egencia, SAP Concur, Spotnana, TravelPerkThree alternatives
American Express Global Business Travel, SAP Concur, TravelPerkThree alternatives
Navan, Spotnana, TravelPerkFour alternatives
American Express Global Business Travel, BCD Travel, SAP Concur, TravelPerkPerplexity SonarNavanSAP ConcurChangedSAP ConcurITILITEagainst: Engineno first choiceagainst: Amex GBT Egencia, BCD Travel, Booking.com for Business, Brex, Engine, Navan, Ramp, SAP Concur, TravelBank, Zoho Travel
Two alternatives
Amex GBT Egencia, SAP ConcurOne alternative
NavanEight alternatives
Amex GBT Egencia, BCD Travel, CWT, Coupa Travel and Expense, Navan, Ramp, Spotnana, TravelPerkTwo alternatives
Amex GBT Egencia, SAP ConcurGrok 4.20SAP Concuragainst: Booking.com for BusinessSAP ConcurHeldagainst: TravelPerkSAP ConcurSAP Concuragainst: American Express Global Business Travel, BCD Travel, Booking.com for Business, Tumodo, Zoho ExpenseNavanagainst: SAP Concuragainst: American Express Global Business Travel, BCD Travel, Navan, SAP Concur, Spotnana, TravelPerk
Two alternatives
Navan, TravelPerkThree alternatives
American Express Global Business Travel, BCD Travel, NavanSix alternatives
American Express Global Business Travel, BCD Travel, CWT, FCM Travel Solutions, Navan, TravelPerkTwo alternatives
Navan, TravelPerkThree alternatives
American Express Global Business Travel, Amex GBT Egencia, TravelPerkMistral SmallSAP ConcurNavan, SAP ConcurChangedSAP ConcurITILITEagainst: Amex GBT Egencia, SAP Concurno first choiceagainst: Booking.com for Business, Navan, SAP Concur
Three alternatives
Booking.com for Business, Navan, TravelPerkTwo alternatives
Amex Global Business Travel (Amex GBT) including Egencia, TravelPerkSix alternatives
American Express Global Business Travel (Amex GBT) including Egencia, BCD Travel, Navan, Spotnana, TravelPerk, Zoho TravelOne alternative
EngineDeepSeek V4 FlashNavanSAP ConcurChangedAmerican Express Global Business Travel, SAP ConcurEngine, Spotnanaagainst: Amex GBT Egenciano first choiceagainst: American Express Global Business Travel, BCD Travel, CWT, Deem, Navan, SAP Concur, Serko, Spotnana, TravelPerk, iAlight
Two alternatives
American Express Global Business Travel, SAP ConcurThree alternatives
American Express Global Business Travel, BCD Travel, NavanFour alternatives
BCD Travel, Navan, Spotnana, TravelPerkOne alternative
SAP ConcurLlama 4 MaverickEngineSAP ConcurChangedno first choiceSAP Concurno first choiceagainst: Booking.com for Business, Navan, SAP Concur
Three alternatives
Amex GBT Egencia, SAP Concur, TravelPerkFour alternatives
Navan, Spotnana, TravelPerk, Zoho TravelThree alternatives
Amex GBT Egencia, Navan, TravelPerkQwen 3.7 FlashNavan, SAP ConcurNavanChangedNavan, SAP ConcurNavanagainst: SAP Concurno first choiceagainst: American Express Global Business Travel, BCD Travel, CWT, Expedia Corporate, Hotels.com, Navan, SAP Concur
Three alternatives
American Express Global Business Travel, BCD Travel, CWTThree alternatives
American Express Global Business Travel, BCD Travel, SAP ConcurTwo alternatives
Amex GBT Egencia, BCD TravelOne alternative
TravelPerkKimi K2American Express Global Business Travel, BCD Travel, CWTNavan, SAP ConcurChangedno first choiceNavanagainst: Amex GBT Egenciano first choiceagainst: Corporate Travel Management, Navan, SAP Concur, TravelPerk
Four alternatives
Navan, SAP Concur, Spotnana, TravelPerkOne alternative
Amex GBT EgenciaSix alternatives
Amex GBT Egencia, BCD Travel, CWT, Navan, SAP Concur, TravelPerkTwo alternatives
SAP Concur, Travel CodeGLM 4.7 FlashXAmex GBT Egencia, SAP ConcurSAP ConcurChangedSAP ConcurITILITEno first choiceagainst: Navan, SAP Concur, myBiz
Two alternatives
Navan, TravelPerkTwo alternatives
Amex GBT Egencia, BCD TravelFour alternatives
Amex GBT Egencia, BCD Travel, Navan, TravelPerkTwo alternatives
Amex GBT Egencia, SAP ConcurMiniMax M2.5SAP ConcurSAP ConcurHeldSAP Concuragainst: CWTEngineno first choiceagainst: Amex GBT Egencia, SAP Concur
Two alternatives
Engine, TravelPerkFour alternatives
American Express Global Business Travel, BCD Travel, Navan, SpotnanaFive alternatives
American Express Global Business Travel, Amex GBT Egencia, BCD Travel, Navan, SpotnanaThree alternatives
BILL Travel, Corporate Traveler, SAP ConcurGPT-6 LunaNavanSAP ConcurChangedno first choiceSAP Concuragainst: Navan, TravelPerkno first choiceagainst: American Express Global Business Travel, CWT, Navan, SAP Concur
Two alternatives
Amex GBT Egencia, SAP ConcurTwo alternatives
Amex GBT Egencia, NavanEight alternatives
Amex GBT Egencia, BCD Travel, CTM Portal, FCM Platform, Navan, SAP Concur, Spotnana, TravelPerkMuse Glimmer 30BSAP ConcurSAP ConcurHeldNavan, formerly TripActions, SAP ConcurEngineagainst: SAP Concurno first choiceagainst: Corporate Travel Management, SAP Concur
Four alternatives
Amex GBT Egencia, BCD Travel, CWT, NavanThree alternatives
American Express Global Business Travel including Egencia, BCD Travel, NavanThree alternatives
American Express Global Business Travel, Amex GBT, BCD Travel, SpotnanaTwo alternatives
Booking.com for Business, Travel CodeBold 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 09:58 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:43 | yes | 2 | 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 09:47 | yes | 8 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:37 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:18 | yes | 10 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:15 | yes | 9 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:57 | yes | 25 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:24 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:55 | no | 0 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:00 | yes | 10 | 51 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:20 | yes | 15 | 271 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:24 | yes | 15 | 41 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:50 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 15 | 16 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:01 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:17 | yes | 2 | 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 08:55 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 08:56 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:28 | yes | 5 | 27 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:06 | yes | 23 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:21 | no | 0 | 28 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:05 | yes | 9 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:21 | yes | 12 | 50 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:21 | yes | 5 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:35 | yes | 3 | 9 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 13 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:16 | yes | 13 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:02 | yes | 6 | 7 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 10:41 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:39 | yes | 10 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 5 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:16 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:08 | yes | 23 | 39 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:07 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:34 | yes | 10 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:08 | yes | 24 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:50 | yes | 25 | 124 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:29 | yes | 14 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:37 | yes | 8 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:49 | yes | 23 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:43 | yes | 17 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:03 | yes | 2 | 6 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 10:45 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:45 | yes | 10 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 20 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:45 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:54 | yes | 25 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:27 | yes | 10 | 89 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:39 | yes | 25 | 73 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:49 | yes | 25 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:15 | yes | 13 | 52 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:58 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:16 | yes | 21 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:49 | yes | 19 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:36 | yes | 4 | 7 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 09:32 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:24 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 15 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:06 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:27 | yes | 24 | 37 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:29 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:08 | yes | 9 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:52 | yes | 15 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:39 | yes | 25 | 25 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:13 | no | 0 | 15 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:24 | yes | 4 | 25 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:04 | yes | 15 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:32 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:52 | 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 09:07 | no | 0 | 17 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:46 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:15 | yes | 14 | 30 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:58 | yes | 20 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:50 | yes | 23 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:55 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:59 | yes | 10 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:03 | yes | 25 | 66 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:56 | yes | 14 | 17 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:38 | yes | 10 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:05 | yes | 4 | 30 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:09 | yes | 24 | 35 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Amadeus read as Amadeus Cytric
BCD read as BCD Travel
Expensify read as Expensify Travel
Perk read as TravelPerk
Perk (TravelPerk) read as TravelPerk
Perk (formerly TravelPerk + Yokoy) read as TravelPerk
Perk (formerly TravelPerk) read as TravelPerk
Unresolved, counted raw
Accomy
American Express Global Business Travel (Amex GBT) including Egencia
American Express Global Business Travel including Egencia
American Express Global Business Travel, Amex GBT
Amex Global Business Travel (Amex GBT) including Egencia
BILL Travel
CTM Portal
Carlson Wagonlit
Coupa Travel and Expense
Ekomi
Expedia Corporate
FCM Platform
Flight Centre
Sabre Travel Manager
Serko
Tumodo
Workday Travel
iAlight
Discontinued, still offered
No shut-down product was recommended here.