# Review and reputation management for enterprise buyers: 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 an enterprise B2B company. Page: https://www.gane.ai/index/gtm/marketing/review-and-reputation-management/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/enterprise/index.md

**Standing:** Birdeye leads with 26% of first choices; verdict contested. 46 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) | 26% | 15% | 61 |
| 2 | [Reputation](https://www.gane.ai/index/gtm/vendors/reputation/index.md) | 24% | 16% | 61 |
| 6 | [ReviewTrackers](https://www.gane.ai/index/gtm/vendors/reviewtrackers/index.md) | 2% | 19% | 26 |
| 7 | [Bazaarvoice](https://www.gane.ai/index/gtm/vendors/bazaarvoice/index.md) | 2% | 0% | 12 |
| 8 | [Trustpilot](https://www.gane.ai/index/gtm/vendors/trustpilot/index.md) | 2% | 12% | 16 |
| 10 | [Sprinklr](https://www.gane.ai/index/gtm/vendors/sprinklr/index.md) | 2% | 17% | 12 |
| 19 | [Yext](https://www.gane.ai/index/gtm/vendors/yext/index.md) | 0% | 18% | 28 |
| 20 | [SOCi](https://www.gane.ai/index/gtm/vendors/soci/index.md) | 0% | 0% | 13 |
| 88 | [Podium](https://www.gane.ai/index/gtm/vendors/podium/index.md) | 0% | 50% | 20 |

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: Birdeye, Reviewflowz; alternatives Yext
- GPT-5.4 mini: G2 Buyer Intent; alternatives Birdeye, ReviewTrackers
- Gemini 3.5 Flash: Reviewflowz; alternatives CustomerGauge, G2 Buyer Intent, Reputation
- Perplexity Sonar: Birdeye; alternatives G2 Marketing Solutions, Sprinklr Social
- Grok 4.20: Bazaarvoice; alternatives Birdeye, Reputation, Sprinklr
- Mistral Small: Birdeye; alternatives Clutch, Experience.com
- DeepSeek V4 Flash: Birdeye, G2 Buyer Intent; alternatives Capterra, Reputation, ReviewTrackers, TrustRadius
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Birdeye; alternatives Reputation, ReviewTrackers
- Kimi K2: G2 Buyer Intent, TrustRadius; alternatives Birdeye, Reputation, Reviewflowz
- GLM 4.7 FlashX: G2 Buyer Intent; alternatives Bazaarvoice, Birdeye, Feefo, Reputation
- MiniMax M2.5: Reputation; alternatives Bazaarvoice, Birdeye, G2 Buyer Intent, Trustpilot
- GPT-6 Luna: G2 Buyer Intent; alternatives Birdeye, Gartner Peer Insights, Yext
- Muse Glimmer 30B: Reputation; alternatives Bazaarvoice, Birdeye, 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:

- birdeye.com: 56 answers, 134 citations
- usa.inquirer.net: 44 answers, 44 citations
- g2.com: 38 answers, 87 citations
- zapier.com: 27 answers, 27 citations
- thecmo.com: 22 answers, 26 citations
- appfollow.io: 20 answers, 21 citations
- learn.g2.com: 18 answers, 19 citations
- surveysparrow.com: 17 answers, 18 citations

Pages named in the most answers:

- https://birdeye.com/blog/enterprise-reputation-management-software (45 answers)
- https://usa.inquirer.net/191823/best-reputation-management-software (44 answers)
- https://zapier.com/blog/review-management-software (27 answers)
- https://swydo.com/blog/best-review-management-software-platforms (17 answers)
- https://g2.com/categories/review-management-software/enterprise (16 answers)
- https://appfollow.io/blog/reputation-management-software (15 answers)
- https://learn.g2.com/best-review-management-software (14 answers)
- https://birdeye.com/blog/best-review-management-tools-for-multi-location-brands-in-2026 (13 answers)
- https://birdeye.com/blog/online-reputation-management-tools (13 answers)
- https://blog.hootsuite.com/reputation-management-software (13 answers)

## Warned against

- Birdeye: 9 of 61 labels negative. "Platforms to Avoid for Predictable Pricing: | Birdeye | Per-location ($299+/location) | Costs scale aggressively" (Kimi K2, budget prompt)
- Reputation: 10 of 61 labels negative. "Reputation.com (history of breaches)" (MiniMax M2.5, negative prompt)
- Podium: 10 of 20 labels negative. "SMB-First and "Messaging-First" Platforms * Examples: *Podium, Swell, NiceJob* * The Risk: Scalability Bottlenecks, Prohibitive Pricing, and Weak Governance" (Gemini 3.5 Flash, negative prompt)
- Yext: 5 of 28 labels negative. "Yext: ~$199+/location/year; scales linearly." (Grok 4.20, budget prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Birdeye at 28%.

- Reputation: 18% to 25%, +7. Inside the floor by 4 points · rank 2 of 84, unchanged.
- Birdeye: 31% to 28%, −3. Inside the floor by 8 points · rank 1 of 84, unchanged.
- Bazaarvoice: 0% to 2%, +2. Inside the floor by 9 points · rank 19 → 6 of 84.
- Trustpilot: 0% to 2%, +2. Inside the floor by 9 points · rank 83 → 8 of 84.
- ReviewTrackers: 2% to 2%, ±0. Inside the floor by 11 points · rank 11 → 5 of 84.
- Sprinklr: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 7 of 84.
- Chatmeter: 2% to 2%, ±0. Inside the floor by 11 points · rank 12 → 9 of 84.
- Yext: 0% to 0%, ±0. Inside the floor by 11 points · rank 18 → 17 of 84.
- SOCi: 0% to 0%, ±0. Inside the floor by 11 points · rank 17 → 18 of 84.
- Podium: 0% to 0%, ±0. Inside the floor by 11 points · rank 89 → 81 of 84.

## 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.