# Review and reputation management for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "online review management platform" and as "reputation management tool", six framings each, to fourteen models with search on, on behalf of an enterprise B2B company. Page: https://www.gane.ai/index/gtm/marketing/review-and-reputation-management/enterprise

**Standing:** Birdeye leads with 29% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Birdeye](https://www.gane.ai/index/gtm/vendors/birdeye/index.md) | 29% | 18% | 65 |
| 2 | [Reputation](https://www.gane.ai/index/gtm/vendors/reputation/index.md) | 25% | 13% | 60 |
| 4 | [Yext](https://www.gane.ai/index/gtm/vendors/yext/index.md) | 4% | 15% | 33 |
| 5 | [ReviewTrackers](https://www.gane.ai/index/gtm/vendors/reviewtrackers/index.md) | 4% | 6% | 18 |
| 6 | [Trustpilot](https://www.gane.ai/index/gtm/vendors/trustpilot/index.md) | 4% | 16% | 25 |
| 17 | [SOCi](https://www.gane.ai/index/gtm/vendors/soci/index.md) | 0% | 0% | 22 |
| 21 | [Podium](https://www.gane.ai/index/gtm/vendors/podium/index.md) | 0% | 33% | 27 |
| 45 | [Bazaarvoice](https://www.gane.ai/index/gtm/vendors/bazaarvoice/index.md) | 0% | 40% | 10 |

Rank is by share of first choices among all 88 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: Reviewflowz; alternatives Birdeye, Reputation
- GPT-5.4 mini: G2 Buyer Intent; alternatives Birdeye, Reputation
- Gemini 3.5 Flash: G2 Buyer Intent; alternatives Gartner Peer Insights, Reputation, Reviewflowz, TrustRadius
- Perplexity Sonar: Reviewflowz; alternatives Birdeye, Reputation, Sprinklr
- Grok 4.20: Birdeye; alternatives Reputation, ReviewTrackers, SOCi, Yext
- Mistral Small: Birdeye, Trustpilot; alternatives Reputation, ReviewTrackers
- DeepSeek V4 Flash: G2 Marketing Solutions, Reputation; alternatives Birdeye, Reviewflowz, TrustRadius, Trustpilot
- Llama 4 Maverick: Reputation; alternatives Alchemer Reputation Management, Birdeye, Trustpilot
- Qwen 3.7 Flash: Yext; alternatives Birdeye, TrustRadius, Trustpilot
- Kimi K2: Birdeye; alternatives G2 Marketing Solutions, Reputation, SOCi, Yext
- GLM 4.7 FlashX: Birdeye; alternatives G2 Buyer Intent, Reputation, Trustpilot
- MiniMax M2.5: G2 Buyer Intent; alternatives Birdeye, Reputation, SoftwareReviews, TrustRadius
- GPT-6 Luna: G2 Buyer Intent; alternatives Gartner Peer Insights, TrustRadius, Yext
- Muse Glimmer 30B: Birdeye, Reputation, Trustpilot; alternatives Bazaarvoice

## Sources the answers cite

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

- g2.com: 45 answers, 105 citations
- birdeye.com: 36 answers, 60 citations
- softwareadvice.com: 36 answers, 47 citations
- capterra.com: 29 answers, 38 citations
- usa.inquirer.net: 26 answers, 26 citations
- getapp.com: 21 answers, 24 citations
- reputation.com: 14 answers, 22 citations
- zapier.com: 12 answers, 12 citations

Pages named in the most answers:

- https://usa.inquirer.net/191823/best-reputation-management-software (26 answers)
- https://birdeye.com/blog/enterprise-reputation-management-software (18 answers)
- https://g2.com/categories/online-reputation-management/enterprise (18 answers)
- https://g2.com/categories/review-management-software/enterprise (16 answers)
- https://softwareadvice.com/reputation-management (16 answers)
- https://softwareadvice.com/review-management (14 answers)
- https://capterra.com/reputation-management-software (12 answers)
- https://zapier.com/blog/review-management-software (12 answers)
- https://crazyegg.com/blog/best-reputation-management-software (11 answers)
- https://capterra.com/review-management-software (10 answers)

## Warned against

- Birdeye: 12 of 65 labels negative. "What to Avoid: Birdeye and Bazaarvoice ... they do not publish transparent pricing" (GLM 4.7 FlashX, budget prompt)
- Reputation: 8 of 60 labels negative. "independent reviews flag potentially infrequent reporting updates, delays in surfacing new reviews, and an older or less intuitive interface" (Perplexity Sonar, negative prompt)
- Podium: 9 of 27 labels negative. "Probably Avoid at Enterprise Scale:
- Podium (contract lock-in, per-location pricing, cancellation issues)" (DeepSeek V4 Flash, negative prompt)
- Yext: 5 of 33 labels negative. "Avoid platforms that only focus on Google and Facebook reviews (e.g., basic Yext or generic listing tools)" (GLM 4.7 FlashX, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Birdeye at 29%.

- Yext: 0% to 4%, +4. Inside the floor by 7 points · rank 19 → 4 of 88.
- Birdeye: 26% to 29%, +3. Inside the floor by 8 points · rank 1 of 88, unchanged.
- ReviewTrackers: 2% to 4%, +2. Inside the floor by 9 points · rank 6 → 5 of 88.
- Trustpilot: 2% to 4%, +2. Inside the floor by 9 points · rank 8 → 6 of 88.
- Bazaarvoice: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 45 of 88.
- Reputation: 24% to 25%, +1. Inside the floor by 10 points · rank 2 of 88, unchanged.
- Sprinklr: 2% to 2%, ±0. Inside the floor by 11 points · rank 10 of 88, unchanged.
- SOCi: 0% to 0%, ±0. Inside the floor by 11 points · rank 20 → 17 of 88.
- Podium: 0% to 0%, ±0. Inside the floor by 11 points · rank 88 → 21 of 88.

## Record

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