Index › Finance › Spend and procurement › Corporate travel managem › Small business · September 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. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
33%
Contested · Booking.com for Business 20%
33Navan20Booking.com for Business18TravelPerk29others
33% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
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 →
01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Navan33%
Navan33%02Booking.com for Business20%
Booking.com for Business20%03TravelPerk18%
TravelPerk18%04Ramp8%
Ramp8%05Rippling Travel6%
Rippling Travel6%06Brex2%
Brex2%07Engine2%
Engine2%08TravelBank2%
TravelBank2%09SAP Concur2%
SAP Concur2%10Amex GBT Egencia0%
Amex GBT Egencia0%What they warned about
Three of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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%
25 of 33 labels negative · 11 of 12 models · 8 hard negative
“Platforms to avoid or scrutinize closely include: - SAP Concur ... its enterprise orientation can make it a poor fit for small teams” Perplexity Sonar, negative prompt
Navan19%
10 of 53 labels negative · 8 of 12 models · 1 hard negative
“small businesses should be cautious about or avoid the following travel management platforms due to recurring issues” Mistral Small, negative prompt
Expedia for Business62%
5 of 8 labels negative · 5 of 12 models · 5 hard negative
“Using Expedia Corporate Booking Tool without proper policy configuration ... avoid consumer-only booking sites that offer no compliance or safety tracking” Qwen 3.7 Flash, negative prompt
Booking.com for Business14%
5 of 37 labels negative · 5 of 12 models · 3 hard negative
“Booking.com for Business / Expedia for Business: The Risk: High Commissions... Avoid platforms that rely on "soft" enforcement” GLM 4.7 FlashX, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
67 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 926 links across 140 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Otto the Agent47 answers · 79 citations · 11 models
vendor site · Rippling47 answers · 64 citations · 11 models
vendor site · Businesstravel.com39 answers · 43 citations · 11 models
vendor site · Perk38 answers · 57 citations · 11 models
vendor site · Navan34 answers · 51 citations · 12 models
vendor site · G230 answers · 66 citations · 11 models
vendor site · G230 answers · 30 citations · 11 models
vendor site · Booking.com22 answers · 48 citations · 9 models
vendor site · Routespring21 answers · 34 citations · 10 models
vendor site · BILL18 answers · 18 citations · 7 models
vendor site · Engine17 answers · 19 citations · 10 models
vendor site · Brex16 answers · 19 citations · 9 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.
46 answers · 11 models
38 answers · 11 models
30 answers · 11 models
20 answers · 10 models
16 answers · 7 models
14 answers · 8 models
14 answers · 8 models
13 answers · 7 models
13 answers · 5 models
13 answers · 8 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 | 33% | 329 | 110,000 | 1,342 | 175,958 | $2,716 | 120 | 2 |
| Booking.com booking.com Booking.com for Business 20% | 20% | 79 | 390 | 18 | 64,051,598 company | $961,327 | 119 | 3 |
| Perk perk.com TravelPerk 18% | 18% | 154 | 5,400 | 113 | 37,067 company | 80 | 8 | |
| Ramp ramp.com Ramp 8%, Ramp/Brex 0% | 8% | 916 | 246,000 | 49,733 | 770,056 | $13,511 | 120 | |
| Rippling rippling.com Rippling Travel 6% | 6% | 2 | 301,000 | 17,886 | 712,399 company | $42,013 | 115 | 3 |
| myBiz | 4% | 49,500 | 626 | |||||
| Brex brex.com | 2% | 524 | 60,500 | 1,190 | 328,914 | $12,238 | 81 | |
| Engine engine.com | 2% | 28 | 90,500 | 1,465,204 | 141,924 | $4,510 | 120 | 1 |
| TravelBank travelbank.com | 2% | 21 | 6,600 | 328 | 7,291 | 0 | ||
| Zoho parent site Zoho Expense 2% | 2% | 194 | 5,400 | 52 |
Google's top ten for the three searches hold 14 sites; 6 of them are among the sites the models cited here (business.booking.com, engine.com, learn.g2.com, navan.com, perk.com, rippling.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 4.5TravelBankSAP Concur, TravelPerkChangedTravel CodeBooking.com for Business, Rampno first choiceagainst: Amex GBT Egencia, Navan, Traditional Travel Management Companies, WeTravel
Three alternatives
Businesstravel.com, Engine, TravelPerkOne alternative
Expedia for BusinessFive alternatives
Engine, Expensify Travel, Navan, Ramp, TravelPerkThree alternatives
TravelBank, TravelPerk, Zoho ExpenseGPT-5.4 miniNavanTravelPerkChangedagainst: SAP ConcurNavanagainst: Amex GBT Egencia, SAP ConcurZoho Expenseagainst: Navan, Rampno first choiceagainst: Booking.com for Business, Corporate Travel Management, Corporate Traveler, GetThere, TravelPerk, Travelopro
One alternative
TravelPerkOne alternative
Zoho ExpenseOne alternative
TravelPerkOne alternative
TravelPerkGemini 3.5 FlashTravelPerkagainst: American Express Global Business Travel, SAP ConcurTravelPerkHeldTravelPerkagainst: SAP ConcurNavanagainst: TravelPerkBrex, Rampagainst: SAP Concuragainst: American Express Global Business Travel, Booking.com for Business, Expedia for Business, KAYAK for Business, SAP Concur
Four alternatives
Booking.com for Business, Brex, Navan, RampFour alternatives
Brex, Navan, Ramp, Rippling TravelFive alternatives
Brex, Engine, Navan, Ramp, Rippling TravelThree alternatives
BILL Spend & Expense, Booking.com for Business, RampFour alternatives
Engine, Navan, Otto the Agent, TravelPerkPerplexity SonarRippling Travel, TravelPerkagainst: NavanRippling TravelChangedBooking.com for Business, TravelPerkagainst: SAP ConcurBooking.com for Businessagainst: Navanno first choiceagainst: Amex GBT Egencia, BCD Travel, CWT, Corporate Travel Management, FCM Travel, Navan, SAP Concur, SutiExpense
One alternative
Booking.com for BusinessTwo alternatives
Booking.com for Business, TravelPerkFour alternatives
Brex, Navan, Ramp, Rippling TravelTwo alternatives
Engine, TravelPerkGrok 4.20Navanagainst: SAP ConcurTravelPerkChangedagainst: Brex, Navan, Ramp, Rippling TravelNavan, TravelPerkagainst: Booking.com for Business, SAP ConcurBooking.com for Business, Navanagainst: Expedia for Business, SAP ConcurRippling Travelagainst: American Express Global Business Travel, BCD Travel, CWT, Corporate Travel Management, Reed & Mackay, SAP Concur, TravelPerk
Two alternatives
Booking.com for Business, TravelPerkOne alternative
Booking.com for BusinessTwo alternatives
Ramp, Rippling TravelOne alternative
TravelPerkTwo alternatives
Navan, TravelPerkMistral SmallTravelPerkNavanChangedTravelBankBooking.com for Business, Rampno first choiceagainst: BCD Travel, Navan, SAP Concur, TravelPerk
Two alternatives
SAP Concur, TravelPlusEight alternatives
Amex GBT Egencia, Booking.com for Business, Engine, Navan, Rippling Travel, TravelPerk, Zoho Expense, myBizOne alternative
Rippling TravelDeepSeek V4 FlashNavanagainst: Amex GBT Egencia, SAP ConcurNavanHeldTravelPerkBooking.com for Business, Navanno first choiceagainst: SAP Concuragainst: Amex GBT Egencia, Navan, SAP Concur, TravelPerk
Four alternatives
AmTrav, Booking.com for Business, TravelBank, TravelPerkOne alternative
TravelPerkSix alternatives
Amex GBT Egencia, Booking.com for Business, Navan, Ramp, TravelBank, Zoho ExpenseOne alternative
TravelPerkLlama 4 Maverickno first choicemyBizChangedno first choicemyBizno first choiceagainst: Amex GBT Egencia, SAP Concur
Two alternatives
Brex, Rippling TravelTwo alternatives
Ramp, TravelPerkQwen 3.7 FlashNavan, TravelPerkNavanChangedNavanagainst: SAP ConcurRampagainst: American Express Global Business Travel, BCD Travel, CWTno first choiceagainst: SAP Concuragainst: American Express Global Business Travel, BCD Travel, CWT, Expedia for Business, KAYAK for Business
One alternative
TravelBankTwo alternatives
BILL Spend & Expense, RampThree alternatives
Expensify Travel, Otto the Agent, TravelPerkOne alternative
TravelPerkKimi K2NavanNavanHeldNavan, TravelPerkBooking.com for Business, NavanTravelPerkagainst: SAP Concuragainst: American Express Global Business Travel, Corporate Travel Management, Navan, SAP Concur
Three alternatives
Booking.com for Business, Expensify Travel, TravelPerkTwo alternatives
Ramp, TravelPerkTwo alternatives
Amex GBT Egencia, Booking.com for BusinessOne alternative
TravelPerkThree alternatives
Navan, Otto the Agent, RoutespringGLM 4.7 FlashXNavanagainst: SAP ConcurBooking.com for BusinessChangedRippling Travel, TravelPerkagainst: SAP ConcurBooking.com for Businessno first choiceagainst: Booking.com for Business, Expedia for Business
Two alternatives
Booking.com for Business, TravelPerkFour alternatives
Navan, Rippling Travel, TravelPerk, Zoho ExpenseFive alternatives
BILL Spend & Expense, Brex, Expensify Travel, Navan, RampTwo alternatives
Expensify Travel, TravelBankMiniMax M2.5NavanBooking.com for Business, NavanChangedagainst: SAP ConcurNavan, TravelPerkBooking.com for Business, Engineno first choiceagainst: Booking.com for Business, Expedia for Business, KAYAK for Business, Navan, SAP Concur
Three alternatives
Booking.com for Business, Engine, myBizTwo alternatives
Expensify Travel, Rippling TravelSix alternatives
Booking.com for Business, Brex, Ramp, Rippling Travel, TravelBank, Zoho ExpenseTwo alternatives
Navan, Rippling TravelBold 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.
Seventy-two 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 | 2026-09-17 19:07 | yes | 9 | 6 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:42 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:37 | yes | 19 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:04 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:44 | yes | 37 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:29 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:41 | yes | 20 | 17 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:09 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:49 | yes | 10 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:38 | yes | 10 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:58 | yes | 25 | 38 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:21 | yes | 5 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:20 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:38 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:54 | yes | 8 | 52 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:01 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:30 | yes | 29 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:41 | yes | 10 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:03 | yes | 15 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:34 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:14 | yes | 8 | 33 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:18 | yes | 14 | 41 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:35 | yes | 17 | 93 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:24 | yes | 5 | 46 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:23 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:08 | yes | 4 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:16 | yes | 15 | 170 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 19:38 | yes | 20 | 13 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:52 | yes | 19 | 17 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:04 | yes | 5 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:25 | yes | 16 | 35 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:54 | yes | 14 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:49 | yes | 10 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:20 | yes | 13 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:41 | yes | 18 | 82 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:09 | yes | 9 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:52 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:46 | yes | 13 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 19:04 | yes | 17 | 6 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:42 | yes | 28 | 16 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:40 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:24 | yes | 23 | 47 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:58 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:25 | yes | 5 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:47 | yes | 9 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:53 | yes | 24 | 27 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:13 | yes | 9 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:32 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:15 | yes | 14 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:18 | yes | 16 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:03 | yes | 15 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:29 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:35 | yes | 9 | 21 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:01 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 17:58 | yes | 5 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:23 | yes | 14 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:40 | yes | 9 | 78 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:40 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:15 | yes | 16 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:14 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:40 | yes | 15 | 32 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:51 | yes | 20 | 10 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:46 | yes | 45 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:15 | yes | 15 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:13 | yes | 29 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:04 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:05 | yes | 10 | 25 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:25 | yes | 29 | 40 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:00 | yes | 25 | 110 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:56 | yes | 19 | 33 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
BILL (by Bill.com) 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
Otto read as Otto the Agent
Perk read as TravelPerk
Perk (TravelPerk) read as TravelPerk
Perk (formerly TravelPerk) read as TravelPerk
Rippling read as Rippling Travel
Unresolved, counted raw
GetThere
TeamOut AI
Traditional Travel Management Companies (TMCs)
TravelPlus
Travelopro
Discontinued, still offered
No shut-down product was recommended here.