# Corporate travel management: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "corporate travel booking platform" and as "business travel management tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/finance/spend/corporate-travel-management/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/finance/spend/corporate-travel-management/index.md

**Standing:** Navan leads with 53% of first choices; verdict clear leader. 59 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Navan](https://www.gane.ai/index/finance/vendors/navan/index.md) | 53% | 13% | 67 |
| 2 | [TravelPerk](https://www.gane.ai/index/finance/vendors/travelperk/index.md) | 20% | 8% | 61 |
| 3 | [Booking.com for Business](https://www.gane.ai/index/finance/vendors/booking-com-for-business/index.md) | 14% | 25% | 28 |
| 4 | [Ramp](https://www.gane.ai/index/finance/vendors/ramp/index.md) | 5% | 8% | 38 |
| 5 | [Engine](https://www.gane.ai/index/finance/vendors/engine/index.md) | 3% | 18% | 11 |
| 9 | [SAP Concur](https://www.gane.ai/index/finance/vendors/sap-concur/index.md) | 0% | 27% | 41 |
| 10 | [Amex GBT Egencia](https://www.gane.ai/index/finance/vendors/amex-gbt-egencia/index.md) | 0% | 23% | 35 |
| 11 | [Brex](https://www.gane.ai/index/finance/vendors/brex/index.md) | 0% | 19% | 21 |
| 12 | [Spotnana](https://www.gane.ai/index/finance/vendors/spotnana/index.md) | 0% | 8% | 12 |
| 13 | [BCD Travel](https://www.gane.ai/index/finance/vendors/bcd-travel/index.md) | 0% | 15% | 13 |
| 14 | [American Express Global Business Travel](https://www.gane.ai/index/finance/vendors/american-express-global-business-travel/index.md) | 0% | 21% | 14 |
| 15 | [CWT](https://www.gane.ai/index/finance/vendors/cwt/index.md) | 0% | 18% | 11 |

Rank is by share of first choices among all 61 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Navan; alternatives Amex GBT Egencia, BCD Travel, Ramp, TravelPerk
- GPT-5.4 mini: Navan; alternatives Amex GBT Egencia, SAP Concur, TravelPerk
- Gemini 3.5 Flash: Navan; alternatives Amex GBT Egencia, Brex, Ramp, TravelPerk
- Perplexity Sonar: TravelPerk; alternatives Booking.com for Business, Corporate Traveler, Navan, Routespring
- Grok 4.20: Navan; alternatives Ramp, TravelPerk
- Mistral Small: Navan; alternatives Booking.com for Business, Certify, Routespring
- DeepSeek V4 Flash: Navan; alternatives Amex GBT Egencia, SAP Concur, TravelPerk
- Llama 4 Maverick: Navan, Routespring, TravelPerk
- Qwen 3.7 Flash: TravelPerk; alternatives Navan, Spotnana
- Kimi K2: Navan, TravelPerk; alternatives Ramp, Routespring, SAP Concur
- GLM 4.7 FlashX: Navan, TravelPerk; alternatives Ramp, SAP Concur
- MiniMax M2.5: Navan, TravelPerk; alternatives Spotnana
- GPT-6 Luna: Navan; alternatives Ramp, TravelPerk
- Muse Glimmer 30B: Navan, formerly TripActions; alternatives Booking.com for Business, Ramp, SAP Concur, TravelPerk

## Sources the answers cite

79 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- navan.com: 52 answers, 123 citations
- ottotheagent.com: 45 answers, 68 citations
- perk.com: 41 answers, 59 citations
- g2.com: 36 answers, 71 citations
- ramp.com: 35 answers, 40 citations
- business.booking.com: 33 answers, 82 citations
- engine.com: 25 answers, 29 citations
- brex.com: 22 answers, 30 citations

Pages named in the most answers:

- https://ramp.com/blog/travel-management-tools (31 answers)
- https://g2.com/categories/travel-management (24 answers)
- https://learn.g2.com/best-travel-management-software (21 answers)
- https://business.booking.com/en-us/business-travel-resources/blog/the-best-business-travel-management-apps (18 answers)
- https://perk.com/blog/best-corporate-travel-booking-websites (18 answers)
- https://oncehub.com/blog/top-travel-management-software (17 answers)
- https://brex.com/spend-trends/corporate-travel-management/best-business-travel-management-software-platforms (16 answers)
- https://business.booking.com/en-us/business-travel-resources/blog/the-best-business-travel-management-apps-2024 (16 answers)
- https://navan.com/blog/best-corporate-travel-agencies (16 answers)
- https://bill.com/blog/best-travel-and-expense-management-software (15 answers)

## Warned against

- Navan: 9 of 67 labels negative. "these are the travel management platforms that consistently draw the most cautionary feedback: ### Navan, formerly TripActions" (Muse Glimmer 30B, negative prompt)
- SAP Concur: 11 of 41 labels negative. "often criticized for being slow and inconsistent in support response, overly complex security measures, and cumbersome time-off management" (Mistral Small, negative prompt)
- Booking.com for Business: 7 of 28 labels negative. "Consumer booking sites like Expedia or Booking.com used as a business travel system ... generally lack policy enforcement" (Perplexity Sonar, negative prompt)
- Amex GBT Egencia: 8 of 35 labels negative. "Egencia is the WORST business travel booking system on the market." (Muse Glimmer 30B, negative prompt)

## Movement since September 2026

Floor: 10 points of share, measured on the calibration repeat.
Same leader: Navan at 51%.

- Booking.com for Business: 9% to 14%, +5. Inside the floor by 5 points · rank 3 of 58, unchanged.
- Ramp: 4% to 6%, +2. Inside the floor by 8 points · rank 4 of 58, unchanged.
- Navan: 51% to 51%, ±0. Inside the floor by 10 points · rank 1 of 58, unchanged.
- TravelPerk: 22% to 22%, ±0. Inside the floor by 10 points · rank 2 of 58, unchanged.
- Engine: 4% to 4%, ±0. Inside the floor by 10 points · rank 5 of 58, unchanged.
- Amex GBT Egencia: 0% to 0%, ±0. Inside the floor by 10 points · rank 10 → 8 of 58.
- SAP Concur: 0% to 0%, ±0. Inside the floor by 10 points · rank 60 → 9 of 58.
- Brex: 0% to 0%, ±0. Inside the floor by 10 points · rank 9 → 10 of 58.
- Spotnana: 0% to 0%, ±0. Inside the floor by 10 points · rank 11 of 58, unchanged.
- American Express Global Business Travel: 0% to 0%, ±0. Inside the floor by 10 points · rank 21 → 12 of 58.
- BCD Travel: 0% to 0%, ±0. Inside the floor by 10 points · rank 30 → 13 of 58.
- CWT: 0% to 0%, ±0. Inside the floor by 10 points · rank 22 → 15 of 58.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, October 2026 Edition, www.gane.ai/index/finance.