# Review and reputation management: 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 a mid-market B2B company. Page: https://www.gane.ai/index/gtm/marketing/review-and-reputation-management/2026-11

**Standing:** Birdeye leads with 19% of first choices; verdict contested. 53 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) | 19% | 14% | 51 |
| 2 | [Reviewflowz](https://www.gane.ai/index/gtm/vendors/reviewflowz/index.md) | 13% | 0% | 15 |
| 3 | [Brand24](https://www.gane.ai/index/gtm/vendors/brand24/index.md) | 11% | 4% | 23 |
| 4 | [Trustpilot](https://www.gane.ai/index/gtm/vendors/trustpilot/index.md) | 9% | 22% | 23 |
| 6 | [REVIEWS.io](https://www.gane.ai/index/gtm/vendors/reviews-io/index.md) | 6% | 7% | 14 |
| 7 | [Reputation](https://www.gane.ai/index/gtm/vendors/reputation/index.md) | 4% | 24% | 33 |
| 11 | [ReviewTrackers](https://www.gane.ai/index/gtm/vendors/reviewtrackers/index.md) | 2% | 0% | 17 |
| 12 | [BrightLocal](https://www.gane.ai/index/gtm/vendors/brightlocal/index.md) | 2% | 13% | 15 |
| 13 | [Google Business Profile](https://www.gane.ai/index/gtm/vendors/google-business-profile/index.md) | 2% | 0% | 10 |
| 20 | [Podium](https://www.gane.ai/index/gtm/vendors/podium/index.md) | 0% | 18% | 34 |
| 21 | [NiceJob](https://www.gane.ai/index/gtm/vendors/nicejob/index.md) | 0% | 0% | 17 |
| 22 | [Yext](https://www.gane.ai/index/gtm/vendors/yext/index.md) | 0% | 17% | 12 |

Rank is by share of first choices among all 123 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 TrustRadius
- GPT-5.4 mini: Birdeye; alternatives G2 Buyer Intent, Reputation, ReviewTrackers
- Gemini 3.5 Flash: G2 Buyer Intent; alternatives Base, Clutch, Influitive, ReviewTrackers
- Perplexity Sonar: Reviewflowz; alternatives Birdeye
- Grok 4.20: Trustpilot; alternatives Birdeye, Reviewflowz
- Mistral Small: Reviewflowz, Trustpilot; alternatives Birdeye
- DeepSeek V4 Flash: G2 Marketing Solutions; alternatives Birdeye, Gartner Peer Insights, Reviewflowz, TrustRadius
- Llama 4 Maverick: Reviewflowz; alternatives Podium, Trustpilot
- Qwen 3.7 Flash: Trustpilot; alternatives Birdeye, Influitive, ReviewInc, UserEvidence
- Kimi K2: Birdeye; alternatives G2 Marketing Solutions, Reviewflowz
- GLM 4.7 FlashX: Reputation; alternatives Birdeye, Feefo, ReputationStacker
- MiniMax M2.5: G2 Buyer Intent, Trustpilot; alternatives Birdeye, Reputation, Reviewflowz
- GPT-6 Luna: Reviewflowz; alternatives G2 Marketing Solutions
- Muse Glimmer 30B: Trustpilot; alternatives Birdeye, Podium, Reputation, Reviewflowz

## Sources the answers cite

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

- softwareadvice.com: 44 answers, 63 citations
- capterra.com: 33 answers, 51 citations
- g2.com: 27 answers, 57 citations
- crazyegg.com: 20 answers, 20 citations
- getapp.com: 19 answers, 26 citations
- usa.inquirer.net: 17 answers, 17 citations
- praising.ai: 16 answers, 18 citations
- birdeye.com: 15 answers, 28 citations

Pages named in the most answers:

- https://softwareadvice.com/reputation-management (22 answers)
- https://softwareadvice.com/review-management (21 answers)
- https://crazyegg.com/blog/best-reputation-management-software (20 answers)
- https://usa.inquirer.net/191823/best-reputation-management-software (17 answers)
- https://capterra.com/reputation-management-software (16 answers)
- https://albato.com/blog/publications/best-review-management-software (14 answers)
- https://capterra.com/review-management-software (13 answers)
- https://zapier.com/blog/review-management-software (10 answers)
- https://salesdorado.com/en/b2b-marketing/review-management-b2b (9 answers)
- https://wiremo.co/blog/best-review-management-software (9 answers)

## Warned against

- Reputation: 8 of 33 labels negative. "Frequent complaints about false promises, skewed algorithms ... Trustpilot scores around 3.3/5 with many calling it a "scam"" (Grok 4.20, negative prompt)
- Birdeye: 7 of 51 labels negative. "Other Options to Avoid on a Tight Budget - Birdeye and Podium: ... pricing is custom/quote-based and typically higher" (Grok 4.20, budget prompt)
- Podium: 6 of 34 labels negative. "Other Options to Avoid on a Tight Budget - Birdeye and Podium" (Grok 4.20, budget prompt)
- Trustpilot: 5 of 23 labels negative. "Useful in some industries, but evaluate it carefully if you need broad review-management functionality. Full response and management capabilities may require paid plans, and its fees can be high." (Perplexity Sonar, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Birdeye at 19%.

- ReviewTrackers: 12% to 2%, −10. Inside the floor by 1 point · rank 2 → 11 of 123.
- Brand24: 2% to 11%, +9. Inside the floor by 2 points · rank 18 → 3 of 123.
- Trustpilot: 0% to 9%, +9. Inside the floor by 2 points · rank 32 → 4 of 123.
- Reviewflowz: 7% to 13%, +6. Inside the floor by 5 points · rank 3 → 2 of 123.
- REVIEWS.io: 2% to 6%, +4. Inside the floor by 7 points · rank 17 → 6 of 123.
- Reputation: 2% to 4%, +2. Inside the floor by 9 points · rank 14 → 7 of 123.
- Google Business Profile: 4% to 2%, −2. Inside the floor by 9 points · rank 6 → 13 of 123.
- Podium: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 20 of 123.
- NiceJob: 2% to 0%, −2. Inside the floor by 9 points · rank 16 → 21 of 123.
- Grade.us: 2% to 0%, −2. Inside the floor by 9 points · rank 15 → 27 of 123.
- Birdeye: 18% to 19%, +1. Inside the floor by 10 points · rank 1 of 123, unchanged.
- BrightLocal: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 12 of 123.

## 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.