# Podium vs Grade.us: 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 Grade.us. Page: https://gtm-ai-index.com/marketing/review-and-reputation-management/podium-vs-grade-us/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Podium | 2% | #3 of 9 | 21% | 38 | 14 of 14 |
| Grade.us | 2% | #6 of 9 | 8% | 12 | 8 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)
- Llama 4 Maverick: grade.us first (first choices: Bazaarvoice, Grade.us, ReviewTrackers)
- 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)
- 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)
- GPT-5.4 mini: neither named (first choices: G2 Buyer Intent) (alternatives: Birdeye, Reputation)
- Gemini 3.5 Flash: neither named (first choices: Reviewflowz) (alternatives: Birdeye, HiFiveStar, Sprout Social, Trustpilot)
- Perplexity Sonar: neither named (first choices: Reputation) (alternatives: Birdeye, Reviewflowz)
- 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)
- GPT-6 Luna: neither named (first choices: G2 Buyer Intent) (alternatives: Birdeye, Reputation)

## 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 Grade.us

- "However, pricing has increased recently (now starting at $180/month for Professional plans in some cases)" (Kimi K2, budget prompt, soft negative)
- "The best online review management platform for a mid-market B2B company is ReviewTrackers, Grade.us, or Bazaarvoice." (Llama 4 Maverick, direct prompt, first choice)
- "For agencies needing white-label solutions: Grade.us offers strong reporting and branding options" (MiniMax M2.5, comparative prompt, alternative)
- "A mid-market-focused platform with strong white-label options and agency-friendly workflows." (DeepSeek V4 Flash, 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.