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

GTM AI Recommendation Index, September 2026 Edition. Asked as "online review management platform" and as "reputation management tool", six framings each, to twelve models with search on, on behalf of an enterprise B2B company. Page: https://gtm-ai-index.com/marketing/review-and-reputation-management/enterprise/

**Standing:** Birdeye leads with 31% of first choices; verdict contested. 49 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Birdeye | 31% | 20% | 55 |
| 2 | Reputation | 18% | 12% | 56 |
| 3 | ReviewTrackers | 2% | 10% | 21 |
| 4 | Chatmeter | 2% | 0% | 11 |
| 5 | Sprinklr | 2% | 25% | 12 |
| 6 | SOCi | 0% | 0% | 19 |
| 7 | Yext | 0% | 21% | 19 |
| 8 | Podium | 0% | 47% | 19 |

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

- Claude Haiku 4.5: TrustRadius; alternatives Birdeye, PeerSpot, Reputation
- GPT-5.4 mini: G2 Marketing Solutions; alternatives Birdeye, Sprinklr Social, Yext
- Gemini 3.5 Flash: Reputation, Reviewflowz; alternatives Birdeye, Enterpret, G2 Buyer Intent, Sprinklr
- Perplexity Sonar: Birdeye; alternatives Reputation, Sprinklr Social
- Grok 4.1 Fast: Birdeye; alternatives Reputation, ReviewTrackers, Reviewflowz
- Mistral Small: G2 Marketing Solutions, TrustRadius; alternatives Birdeye Reviews AI, Gartner Peer Insights, Reputation, ReviewTrackers
- DeepSeek V4 Flash: Birdeye, G2 Buyer Intent; alternatives Reputation, TrustRadius
- Llama 4 Maverick: Brandwatch; alternatives Bazaarvoice, Birdeye, GatherUp, Okendo
- Qwen 3.7 Flash: G2 Buyer Intent; alternatives Capterra, Gartner Peer Insights, Resourced, Yotpo
- Kimi K2: Reviewflowz; alternatives Birdeye, FeedbackRobot, Reputation
- GLM 4.7 FlashX: Birdeye; alternatives Meltwater, Reputation, Trustpilot, Yotpo
- MiniMax M2.5: Reputation, Reviewflowz; alternatives Bazaarvoice, G2 Buyer Intent

## Sources the answers cite

23 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- birdeye.com: 11 answers, 21 citations
- g2.com: 10 answers, 20 citations
- appfollow.io: 9 answers, 10 citations
- usa.inquirer.net: 7 answers, 7 citations
- guideflow.com: 6 answers, 6 citations
- learn.g2.com: 5 answers, 8 citations
- alchemer.com: 4 answers, 4 citations
- builtin.com: 4 answers, 4 citations

Pages named in the most answers:

- https://appfollow.io/blog/reputation-management-software (9 answers)
- https://usa.inquirer.net/191823/best-reputation-management-software (7 answers)
- https://birdeye.com/blog/enterprise-reputation-management-software (5 answers)
- https://learn.g2.com/best-online-reputation-management-tools (5 answers)
- https://birdeye.com/blog/best-review-management-tools-for-multi-location-brands-in-2026 (4 answers)
- https://birdeye.com/blog/review-management (4 answers)
- https://feedbackrobot.com/articles/best-reputation-management-software (4 answers)
- https://guideflow.com/blog/online-reputation-management-tools (4 answers)
- https://thecmo.com/tools/best-reputation-management-software (4 answers)
- https://alchemer.com/resources/blog/the-best-review-management-software-how-to-take-control-of-your-online-reputation (3 answers)

## Warned against

- Birdeye: 11 of 55 labels negative. "the "reputation management" tools you'll hear about most (Birdeye, Podium, Grade.us, NiceJob, BrightLocal) are the wrong category" (DeepSeek V4 Flash, paraphrase prompt)
- Podium: 9 of 19 labels negative. "Podium is better suited to local service businesses than large multi-location enterprises. Its contract terms and portability issues are genuine liabilities." (DeepSeek V4 Flash, negative prompt)
- Trustpilot: 5 of 9 labels negative. "Wrong model for local/service businesses... Annual-only contracts with no mid-term exit." (DeepSeek V4 Flash, negative prompt)
- GatherUp: 4 of 5 labels negative. "Platforms That Use Review Gating
Examples: GatherUp, ReputationStacker, GoHighLevel
- Why to avoid:" (Mistral Small, negative prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.