# Podium vs Reputation: which do AI models recommend for reviews, October 2026

GTM AI Recommendation Index, October 2026 Edition, Review and reputation management. One of fourteen models named Podium first on the direct prompt; one named Reputation. Page: https://gtm-ai-index.com/marketing/review-and-reputation-management/podium-vs-reputation/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Podium | 2% | #3 of 9 | 21% | 38 | 14 of 14 |
| Reputation | 2% | #5 of 9 | 25% | 28 | 13 of 14 |

## The direct prompt, model by model

- MiniMax M2.5: podium first (first choices: Birdeye, Podium) (alternatives: Capterra, G2 Buyer Intent, Grade.us, Reputation)
- Perplexity Sonar: reputation first (first choices: Reputation) (alternatives: Birdeye, Reviewflowz)
- GPT-5.4 mini: neither first, one named (first choices: G2 Buyer Intent) (alternatives: Birdeye, Reputation)
- Grok 4.1 Fast: neither first, one named (first choices: Birdeye) (alternatives: Podium, ReviewTrackers, Trustpilot, Yotpo)
- Mistral Small: neither first, one named (first choices: Bazaarvoice, ReviewTrackers) (alternatives: Grade.us, Podium)
- DeepSeek V4 Flash: neither first, one named (first choices: Birdeye) (alternatives: Grade.us, Reputation, Yext)
- GPT-6 Luna: neither first, one named (first choices: G2 Buyer Intent) (alternatives: Birdeye, Reputation)
- Muse Glimmer 30B: neither first, one named (first choices: ReviewTrackers) (alternatives: Birdeye, G2 Marketing Solutions, Podium, Trustpilot)
- Claude Haiku 4.5: neither named (first choices: G2 Buyer Intent) (alternatives: Capterra, Clutch, Reviewflowz, TrustRadius)
- Gemini 3.5 Flash: neither named (first choices: Reviewflowz) (alternatives: Birdeye, HiFiveStar, Sprout Social, Trustpilot)
- Llama 4 Maverick: neither named (first choices: Bazaarvoice, Grade.us, ReviewTrackers)
- Qwen 3.7 Flash: neither named (first choices: Birdeye, Pulse) (alternatives: Reviewflowz, TrustRadius, TrustSpot)
- Kimi K2: neither named (first choices: ReviewTrackers) (alternatives: G2 Marketing Solutions, Reviewflowz)
- GLM 4.7 FlashX: neither named (first choices: ReviewTrackers) (alternatives: Capterra, G2 Buyer Intent)

## What the models said about Podium

- "Platforms to AVOID if You Have a Limited Budget ... Birdeye and Podium" (Gemini 3.5 Flash, budget prompt, hard negative)
- "Stay away from Podium and Birdeye if budget is a concern" (DeepSeek V4 Flash, budget prompt, hard negative)
- "I'd scrutinize the contract and cancellation terms... BBB pages show recurring customer complaints about renewals, cancellation, billing, and support" (GPT-6 Luna, negative prompt, soft negative)
- "I'd recommend starting with Birdeye or Podium as they balance features with mid-market pricing" (MiniMax M2.5, direct prompt, first choice)
- "Prioritize platforms with transparent pricing (e.g., Birch, SOCi, Podium \u2014 though even these deserve scrutiny)" (DeepSeek V4 Flash, negative prompt, alternative)
- "I'd lean toward Podium instead if your main goal is simple review generation and customer communication" (GPT-5.4 mini, paraphrase prompt, alternative)

## What the models said about Reputation

- "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, hard negative)
- "avoid Reputation.com unless you're a large enterprise (it starts at ~$520/month and is overly complex for mid-market)" (Kimi K2, paraphrase prompt, hard negative)
- "its software version receives mixed to negative reviews on platforms like G2 regarding usability and technical reliability" (GLM 4.7 FlashX, negative prompt, soft negative)
- "the strongest single pick from the results is Reputation because G2 explicitly labels it "Best for Mid-Market"" (Perplexity Sonar, direct prompt, first choice)
- "Reputation.com is another strong option, especially for managing customer reviews and local listings" (Mistral Small, paraphrase prompt, alternative)
- "Reputation is another option, particularly if managing multiple locations is central to the job" (GPT-6 Luna, direct prompt, alternative)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.