# Rankscale vs SE Ranking: which do AI models recommend for AI visibility, September 2026

GTM AI Recommendation Index, September 2026 Edition, AI visibility and answer engine tracking tools. Zero of twelve models named Rankscale first on the direct prompt; zero named SE Ranking. Page: https://gtm-ai-index.com/marketing/ai-visibility-tracking/rankscale-vs-se-ranking/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Rankscale | 10% | #3 of 11 | 0% | 16 | 10 of 12 |
| SE Ranking | 6% | #6 of 11 | 7% | 14 | 9 of 12 |

## The direct prompt, model by model

- Qwen 3.7 Flash: neither first, one named (first choices: Omnibound) (alternatives: Peec AI, SE Ranking)
- Claude Haiku 4.5: neither named (first choices: Wellows) (alternatives: Ahrefs Brand Radar, GrackerAI, Otterly)
- GPT-5.4 mini: neither named (first choices: Athena) (alternatives: Semrush Enterprise / Enterprise AIO)
- Gemini 3.5 Flash: neither named (first choices: HubSpot AEO Grader) (alternatives: LLM Pulse, Mentionova, Otterly, Profound)
- Perplexity Sonar: neither named (first choices: Wellows) (alternatives: Goodie, Otterly, Peec AI, Profound)
- Grok 4.1 Fast: neither named (first choices: Peec AI) (alternatives: Otterly)
- Mistral Small: neither named (first choices: Peec AI) (alternatives: AthenaHQ, Otterly, Profound, Semrush AI Visibility Toolkit)
- DeepSeek V4 Flash: neither named (first choices: Peec AI) (alternatives: Mentionova, Otterly, Wellows)
- Llama 4 Maverick: neither named
- Kimi K2: neither named (first choices: Scrunch) (alternatives: AIVO Platform, Goodie, Peec AI, Semrush AI Visibility Toolkit)
- GLM 4.7 FlashX: neither named (first choices: Semrush AI Visibility Toolkit) (alternatives: Ahrefs Brand Radar, Otterly, Profound)
- MiniMax M2.5: neither named (first choices: Wellows) (alternatives: Mentionova, Profound)

## What the models said about Rankscale

- "Best For: Absolute lowest entry price and actionable site diagnostics... it is exceptionally cost-effective." (Gemini 3.5 Flash, budget prompt, first choice)
- "Rankscale if you want the absolute lowest cost with the broadest platform coverage" (Kimi K2, budget prompt, first choice)
- "I recommend starting with RankScale AI ($20/month) or Otterly.AI ($29/month)" (GLM 4.7 FlashX, budget prompt, first choice)

## What the models said about SE Ranking

- "they should be treated with caution as your primary AI visibility solution." (Qwen 3.7 Flash, negative prompt, soft negative)
- "Start with SE Ranking if you want: - A balance of affordability and depth" (Mistral Small, paraphrase prompt, first choice)
- "Best overall for a mid-sized B2B company: SE Ranking" (GPT-5.4 mini, paraphrase prompt, first choice)

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.