# Review and reputation management: what AI models recommend, October 2026

Gane Index, October 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/2026-10

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/gtm/marketing/review-and-reputation-management/index.md

**Standing:** Birdeye leads with 18% of first choices; verdict contested. 56 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) | 18% | 18% | 49 |
| 2 | [ReviewTrackers](https://www.gane.ai/index/gtm/vendors/reviewtrackers/index.md) | 12% | 0% | 25 |
| 12 | [Podium](https://www.gane.ai/index/gtm/vendors/podium/index.md) | 2% | 21% | 38 |
| 13 | [BrightLocal](https://www.gane.ai/index/gtm/vendors/brightlocal/index.md) | 2% | 0% | 14 |
| 14 | [Reputation](https://www.gane.ai/index/gtm/vendors/reputation/index.md) | 2% | 25% | 28 |
| 15 | [Grade.us](https://www.gane.ai/index/gtm/vendors/grade-us/index.md) | 2% | 8% | 12 |
| 29 | [Yext](https://www.gane.ai/index/gtm/vendors/yext/index.md) | 0% | 18% | 17 |
| 31 | [SOCi](https://www.gane.ai/index/gtm/vendors/soci/index.md) | 0% | 17% | 12 |
| 32 | [Trustpilot](https://www.gane.ai/index/gtm/vendors/trustpilot/index.md) | 0% | 21% | 14 |

Rank is by share of first choices among all 92 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: G2 Buyer Intent; alternatives Capterra, Clutch, Reviewflowz, TrustRadius
- GPT-5.4 mini: G2 Buyer Intent; alternatives Birdeye, Reputation
- Gemini 3.5 Flash: Reviewflowz; alternatives Birdeye, HiFiveStar, Sprout Social, Trustpilot
- Perplexity Sonar: Reputation; alternatives Birdeye, Reviewflowz
- Grok 4.20: Birdeye; alternatives Podium, ReviewTrackers, Trustpilot, Yotpo
- Mistral Small: Bazaarvoice, ReviewTrackers; alternatives Grade.us, Podium
- DeepSeek V4 Flash: Birdeye; alternatives Grade.us, Reputation, Yext
- Llama 4 Maverick: Bazaarvoice, Grade.us, ReviewTrackers
- Qwen 3.7 Flash: Birdeye, Pulse; alternatives Reviewflowz, TrustRadius, TrustSpot
- Kimi K2: ReviewTrackers; alternatives G2 Marketing Solutions, Reviewflowz
- GLM 4.7 FlashX: ReviewTrackers; alternatives Capterra, G2 Buyer Intent
- MiniMax M2.5: Birdeye, Podium; alternatives Capterra, G2 Buyer Intent, Grade.us, Reputation
- GPT-6 Luna: G2 Buyer Intent; alternatives Birdeye, Reputation
- Muse Glimmer 30B: ReviewTrackers; alternatives Birdeye, G2 Marketing Solutions, Podium, Trustpilot

## Sources the answers cite

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

- usa.inquirer.net: 41 answers, 42 citations
- g2.com: 36 answers, 79 citations
- learn.g2.com: 35 answers, 43 citations
- birdeye.com: 32 answers, 60 citations
- appfollow.io: 27 answers, 31 citations
- wiserreview.com: 20 answers, 27 citations
- surveysparrow.com: 19 answers, 20 citations
- thecmo.com: 18 answers, 21 citations

Pages named in the most answers:

- https://usa.inquirer.net/191823/best-reputation-management-software (41 answers)
- https://appfollow.io/blog/reputation-management-software (23 answers)
- https://learn.g2.com/best-review-management-software (22 answers)
- https://zapier.com/blog/review-management-software (17 answers)
- https://learn.g2.com/best-online-reputation-management-tools (16 answers)
- https://brightlocal.com/resources/leading-reputation-management-tools-compared (11 answers)
- https://g2.com/categories/review-management-software (11 answers)
- https://surveysparrow.com/blog/review-management-software (11 answers)
- https://blog.hootsuite.com/reputation-management-software (10 answers)
- https://thecmo.com/tools/best-review-management-software (10 answers)

## Warned against

- Birdeye: 9 of 49 labels negative. "Platforms to AVOID if You Have a Limited Budget ... Birdeye and Podium" (Gemini 3.5 Flash, budget prompt)
- Reputation: 7 of 28 labels negative. "Platforms to Be Cautious About ... Reputation.com ... BBB rating of D- ... Reputation.com and Yext are the two most consistently flagged *major* platforms in my research." (DeepSeek V4 Flash, negative prompt)
- Podium: 8 of 38 labels negative. "Platforms to AVOID if You Have a Limited Budget ... Birdeye and Podium" (Gemini 3.5 Flash, budget prompt)
- Sitejabber: 3 of 3 labels negative. "Platforms to Avoid or Approach with Extreme Caution:
- Sitejabber ...: FTC settlement in January 2025 for misrepresenting ratings and reviews" (Grok 4.20, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Birdeye at 20%.

- Birdeye: 26% to 20%, −6. Inside the floor by 5 points · rank 1 of 86, unchanged.
- Reviewflowz: 11% to 6%, −5. Inside the floor by 6 points · rank 2 → 3 of 86.
- ReviewTrackers: 9% to 12%, +3. Inside the floor by 8 points · rank 3 → 2 of 86.
- Podium: 0% to 2%, +2. Inside the floor by 9 points · rank 26 → 11 of 86.
- BrightLocal: 0% to 2%, +2. Inside the floor by 9 points · rank 22 → 12 of 86.
- Grade.us: 0% to 2%, +2. Inside the floor by 9 points · rank 28 → 13 of 86.
- Reputation: 4% to 2%, −2. Inside the floor by 9 points · rank 6 → 14 of 86.
- REVIEWS.io: 0% to 2%, +2. Inside the floor by 9 points · rank 24 → 16 of 86.
- ReviewGrower: 4% to 4%, ±0. Inside the floor by 11 points · rank 7 → 5 of 86.
- NiceJob: 2% to 2%, ±0. Inside the floor by 11 points · rank 9 → 15 of 86.
- Yext: 0% to 0%, ±0. Inside the floor by 11 points · rank 31 → 27 of 86.
- Yotpo: 0% to 0%, ±0. Inside the floor by 11 points · rank 23 → 28 of 86.

## Record

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