Index › Finance › Spend and procurement › Corporate travel managem › Small business · November 2026 Edition
Corporate travel management for small business buyers
Asked as “corporate travel booking platform”, and as “business travel management tool”, on behalf of a small B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · TravelPerk 30%
33Booking.com for Business30TravelPerk28Navan09others
33% of first choices, contested.
Since October 2026↗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.Booking.com for Business leads at 33%, replacing Navan, which led at 37% and stands at 28% now: 5 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-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.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.This pageMid-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.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Booking.com for Business33%8%40endorsed leader▲+13Since October 2026: 20% → 33%, +13 points. Past the 10-point floor: movement.20% → 33%
Booking.com for Business33%8%40endorsed leader▲+13Since October 2026: 20% → 33%, +13 points. Past the 10-point floor: movement.20% → 33%02
TravelPerk30%8%63accepted challenger▲+3Since October 2026: 27% → 30%, +3 points. Inside the 10-point floor: within noise.27% → 30%
TravelPerk30%8%63accepted challenger▲+3Since October 2026: 27% → 30%, +3 points. Inside the 10-point floor: within noise.27% → 30%03Navan28%14%65accepted challenger▼−9Since October 2026: 37% → 28%, −9 points. Inside the 10-point floor: within noise.37% → 28%
Navan28%14%65accepted challenger▼−9Since October 2026: 37% → 28%, −9 points. Inside the 10-point floor: within noise.37% → 28%04
Ramp4%3%32accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 10-point floor: within noise.8% → 4%
Ramp4%3%32accepted challenger▼−4Since October 2026: 8% → 4%, −4 points. Inside the 10-point floor: within noise.8% → 4%05
Brex2%4%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Brex2%4%23accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the five products at 0%, ordered by negative rate
10SAP Concur0%76%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Concur0%76%37criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Amex GBT Egencia0%43%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Amex GBT Egencia0%43%23criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Expensify Travel0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Expensify Travel0%15%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%06
Engine0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Engine0%0%11accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%07
Zoho Expense0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Zoho Expense0%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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Booking.com for Business33%
Booking.com for Business33%02TravelPerk30%
TravelPerk30%03Navan28%
Navan28%04Ramp4%
Ramp4%05Brex2%
Brex2%06Engine0%
Engine0%07Zoho Expense0%
Zoho Expense0%08Expensify Travel0%
Expensify Travel0%09Amex GBT Egencia0%
Amex GBT Egencia0%10SAP Concur0%
SAP Concur0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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 Concur76%
28 of 37 labels negative · 14 of 14 models · 9 hard negative
“frequently recommended against for small businesses due to its complexity, high cost... flag it as a platform small businesses should avoid” Mistral Small, negative prompt
Navan14%
9 of 65 labels negative · 9 of 14 models · 2 hard negative
“Strong warnings in user feedback ... about abysmal customer service ... Better suited for bigger companies; small businesses report frustration” Grok 4.20, negative prompt
Amex GBT Egencia43%
10 of 23 labels negative · 7 of 14 models · 1 hard negative
“often a poor fit for smaller companies because cost and complexity can outweigh the benefits” Muse Glimmer 30B, paraphrase prompt
WeTravel100%
6 of 6 labels negative · 6 of 14 models · 4 hard negative
“WeTravel does not provide a customer support phone number, and when thousands of dollars are involved, relying only on email is unacceptable” 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
73 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. 769 links across 124 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 · Perk50 answers · 86 citations · 13 models
vendor site · G243 answers · 80 citations · 13 models
vendor site · Booking.com36 answers · 106 citations · 12 models
vendor site · Navan22 answers · 31 citations · 11 models
22 answers · 31 citations · 9 models
vendor site · Businesstravel.com21 answers · 21 citations · 9 models
vendor site · Engine20 answers · 21 citations · 13 models
vendor site · Capterra18 answers · 46 citations · 9 models
vendor site · Routespring17 answers · 29 citations · 9 models
16 answers · 22 citations · 7 models
vendor site · Otto the Agent12 answers · 15 citations · 6 models
11 answers · 11 citations · 5 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.
21 answers · 11 models
19 answers · 10 models
19 answers · 8 models
18 answers · 9 models
18 answers · 8 models
16 answers · 8 models
16 answers · 8 models
15 answers · 9 models
12 answers · 8 models
11 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 |
|---|---|---|---|---|---|---|---|---|
| Booking.com booking.com Booking.com for Business 33% | 33% | 79 | 390 | 18 | 64,051,598 company | $961,327 | 119 | 3 |
| Perk perk.com TravelPerk 30% | 30% | 154 | 5,400 | 113 | 37,067 company | 80 | 8 | |
| Navan navan.com | 28% | 329 | 110,000 | 1,342 | 175,958 | $2,716 | 120 | 2 |
| Ramp ramp.com | 4% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| Brex brex.com | 2% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 | |
| ITILITE itilite.com | 2% | 23 | 880 | 12 | 29,741 | $121 | 7 | |
| Expedia expedia.com Expedia for Business 2% | 2% | 11 | 170 | 3 | ||||
| Engine engine.com | 0% | 28 | 90,500 | 1,465,204 | 141,924 | $4,510 | 120 | 1 |
| Zoho parent site Zoho Expense 0% | 0% | 194 | 5,400 | 52 | ||||
| Expensify expensify.com Expensify Travel 0% | 0% | 20 | 74,000 | 932 | 76,291 company | 0 |
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 a small B2B company?”Paraphrase“Which business travel management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top travel management platforms for a small team and how do they differ?”Budget-constrained“What is the best corporate travel booking platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a corporate travel booking platform. What should we look at?”Negative“Which travel management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Expedia for Business, TravelPerkNavanChangedTravelPerkBooking.com for Business, Navanno first choiceagainst: Corporate Travel Management, Deem, SAP Concur, TravelBank, WeTravel
Two alternatives
Booking.com for Business, RampSix alternatives
Brex, Engine, Expensify Travel, Navan, Ramp, Zoho ExpenseThree alternatives
Brex, Engine, TravelPerkGPT-5.4 miniTravelPerkRampChangedagainst: SAP ConcurNavanagainst: SAP ConcurRampno first choiceagainst: Amex GBT Egencia, Corporate Traveler, SAP Concur, TravelPerk, Travelopro, WeTravel
Two alternatives
Navan, SAP ConcurThree alternatives
Brex, Navan, TravelPerkSeven alternatives
Amex GBT Egencia, Brex, Engine, Expensify Travel, Ramp, TravelPerk, Zoho ExpenseThree alternatives
Expensify Travel, TravelPerk, Zoho ExpenseGemini 3.5 FlashTravelPerkagainst: SAP ConcurNavan, TravelPerkChangedNavanBooking.com for Business, Navan, TravelPerkNavanagainst: BCD Travel, Booking.com for Business, CWT, Expedia for Business, SAP Concur
Four alternatives
Brex, Corporate Traveler, Navan, RampOne alternative
RampFour alternatives
Amex GBT Egencia, Brex, Corporate Traveler, TravelPerkThree alternatives
Brex, Engine, RampFour alternatives
Corporate Traveler, Melon, Ramp, TravelPerkPerplexity SonarTravelPerkBrexChangedagainst: SAP ConcurTravelPerkagainst: SAP ConcurBooking.com for Businessno first choiceagainst: Amex GBT Egencia, Booking.com for Business, Brex, Expedia for Business, KAYAK for Business, Navan, Ramp, SAP Concur, Spotnana, TravelPerk
Two alternatives
Booking.com for Business, NavanThree alternatives
Ramp, TravelPerk, Zoho Travel + ExpenseSix alternatives
Brex, Engine, Expensify Travel, Navan, Ramp, Zoho TravelTwo alternatives
Engine, RampGrok 4.20Booking.com for Businessagainst: SAP ConcurTravelPerkChangedagainst: SAP ConcurNavan, TravelPerkagainst: Amex GBT Egencia, SAP ConcurBooking.com for Businessagainst: Amex GBT Egencia, SAP Concurno first choiceagainst: Amex GBT Egencia, Bókun, Navan, Peek Pro, Rezdy, SAP Concur, TravelPerk, WeTravel
Three alternatives
Navan, Roomex, TravelPerkFive alternatives
BizAway, Brex, Navan, Ramp, RoomexThree alternatives
Brex, Ramp, SpotnanaThree alternatives
Corporate Traveler, Navan, TravelPerkMistral SmallBooking.com for Businessno first choiceChangedNavan, TravelPerkagainst: Expensify TravelBooking.com for Business, TravelPerkno first choiceagainst: Deem, Navan, SAP Concur
Three alternatives
Engine, Navan, TravelPerkTwo alternatives
Amex GBT Egencia, SAP ConcurOne alternative
MelonDeepSeek V4 FlashNavan, TravelPerkNavanChangedBrex, TravelPerkagainst: Expensify Travel, SAP ConcurBooking.com for BusinessNavan, TravelPerkagainst: SAP Concuragainst: Amex GBT Egencia, Navan, Peek Pro, Rezdy, SAP Concur, TripWorks, myBiz
Two alternatives
Booking.com for Business, RoomexThree alternatives
Booking.com for Business, Brex, TravelPerkTwo alternatives
Amex GBT Egencia, NavanTwo alternatives
Navan, TravelPerkTwo alternatives
ITILITE, TravelBankLlama 4 MaverickBooking.com for Businessno first choiceChangedno first choiceBooking.com for Businessno first choiceagainst: Navan, SAP Concur
Three alternatives
Corporate Traveler, Melon, SpendeskQwen 3.7 FlashBooking.com for BusinessTravelPerkChangedTravelPerkBooking.com for Businessno first choiceagainst: Expedia for Businessagainst: Amex GBT Egencia, BCD Travel, CWT, Expedia for Business, Navan, SAP Concur, TripWorks, WeTravel
Three alternatives
Corporate Traveler, Navan, TravelPerkTwo alternatives
Ramp, RoutespringThree alternatives
Expensify Travel, Navan, RampThree alternatives
Businesstravel.com, Expensify Travel, NavanKimi K2Booking.com for Businessagainst: Amex GBT EgenciaTravelPerkChangedNavanNavanNavan, TravelPerkagainst: American Express Global Business Travel, Amex GBT Egencia, BCD Travel, SAP Concuragainst: Navan, SAP Concur, TravelBank, WeTravel
Three alternatives
Engine, Navan, TravelPerkTwo alternatives
Booking.com for Business, NavanSix alternatives
BizAway, Brex, GetGoing, Ramp, Spendesk, TravelPerkTwo alternatives
Booking.com for Business, TravelPerkThree alternatives
Booking.com for Business, Routespring, TravelBankGLM 4.7 FlashXBooking.com for Businessagainst: Businesstravel.comNavanChangedTravelPerkBooking.com for Businessagainst: TravelPerkITILITE, Navan, TravelPerkagainst: American Express Global Business Travel, BCD Travel, Booking.com for Business, CWT, Deem, Expedia for Business, Priceline, SAP Concur, Travelocity, WeTravel
Three alternatives
Amex GBT Egencia, Navan, TravelPerkTwo alternatives
Booking.com for Business, TravelPerkThree alternatives
BizAway, Booking.com for Business, NavanTwo alternatives
GetGoing, NavanMiniMax M2.5Booking.com for Businessagainst: Traditional TMCsTravelPerkChangedagainst: SAP ConcurTravelPerkBooking.com for BusinessTravelPerkagainst: Expedia Orchestratoragainst: American Express Global Business Travel, BCD Travel, Navan, myBiz
One alternative
SpotnanaOne alternative
NavanFour alternatives
Brex, Navan, Ramp, Zoho ExpenseTwo alternatives
Corporate Traveler, SpendeskThree alternatives
Corporate Travel Management, Navan, SpotnanaGPT-6 LunaNavanNavanHeldNavan, RampNavanno first choiceagainst: Navan, SAP Concur, TravelPerk
Two alternatives
Ramp, TravelPerkOne alternative
RampThree alternatives
Brex, Engine, TravelPerkTwo alternatives
Booking.com for Business, RampMuse Glimmer 30BBooking.com for Business, TravelPerkNavanChangedagainst: Amex GBT Egencia, Deem, SAP ConcurNavan formerly TripActions, TravelPerkagainst: SAP ConcurBooking.com for Businessno first choiceagainst: Navan, formerly TripActions, SAP Concur, myBiz
Two alternatives
Expensify Travel, NavanTwo alternatives
Booking.com for Business, TravelPerkTwo alternatives
GetGoing, ITILITEThree alternatives
Navan, Routespring, TravelPerkThree alternatives
Booking.com for Business, Navan, 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 10:48 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:33 | 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 08:39 | no | 0 | 15 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 12:20 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 10 | 31 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:45 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:47 | yes | 18 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:25 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:58 | yes | 10 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:33 | yes | 10 | 58 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:34 | yes | 24 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:55 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 08:41 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:40 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:18 | yes | 10 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:52 | no | 0 | 3 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 10:23 | yes | 7 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:01 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:23 | yes | 5 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:35 | no | 0 | 2 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:24 | yes | 20 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:26 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:24 | yes | 5 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:36 | yes | 10 | 30 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 17 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:52 | yes | 5 | 55 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:48 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:28 | yes | 12 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 10 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:30 | yes | 5 | 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 10:07 | no | 0 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:22 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:31 | yes | 10 | 37 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:29 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:06 | yes | 21 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:01 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:20 | yes | 5 | 22 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:13 | yes | 10 | 67 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:57 | yes | 25 | 171 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:49 | yes | 5 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:26 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:36 | yes | 14 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:37 | yes | 15 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:18 | yes | 3 | 4 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 11:06 | yes | 10 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:43 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:04 | yes | 5 | 24 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:58 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 15 | 12 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:57 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:51 | yes | 9 | 25 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:49 | yes | 10 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:28 | yes | 20 | 115 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:53 | yes | 5 | 17 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:41 | yes | 3 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:24 | yes | 13 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:02 | no | 0 | 9 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:01 | 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 11:24 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 09:37 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:29 | yes | 5 | 25 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:38 | yes | 20 | 28 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:49 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:24 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:42 | yes | 15 | 66 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:16 | yes | 15 | 74 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:55 | no | 0 | 25 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:49 | yes | 2 | 16 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 14 | 24 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:14 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | 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 11:02 | yes | 9 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:50 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 19 | 33 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:48 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:42 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:58 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:21 | yes | 20 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:47 | yes | 25 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 23 | 62 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:36 | yes | 10 | 24 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:55 | yes | 3 | 21 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:44 | yes | 25 | 27 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
Booking.com read as Booking.com for Business
Expedia read as Expedia for Business
Expedia Business read as Expedia for Business
Expensify read as Expensify Travel
Kayak read as KAYAK for Business
Perk read as TravelPerk
Perk (Starter) read as TravelPerk
Perk (formerly TravelPerk) read as TravelPerk
Unresolved, counted raw
Bókun
Expedia Orchestrator
Navan formerly TripActions
Traditional TMCs (Travel Management Companies)
Travelocity
Travelopro
Uber for Business
Webjet/Trip.com Business
Discontinued, still offered
No shut-down product was recommended here.