Semrush AI Visibility Toolkit vs Rankscale
One of fourteen models named Semrush AI Visibility Toolkit first on the direct prompt; zero named Rankscale. Semrush AI Visibility Toolkit was named by thirteen of the fourteen models and Rankscale by eight and Semrush AI Visibility Toolkit carries 38 labels and Rankscale 12, so the shares are not directly comparable.
By Semrush, Boston, United States, founded 2008. Named in two categories this edition.
Named in one category this edition.
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; every quote names the model and the prompt it came from. Both figures come from the AI visibility and answer engine tracking tools page.
By framing
Semrush AI Visibility ToolkitFirst choices, of fourteen modelsRankscale
Across every category in the October 2026 Edition, Semrush AI Visibility Toolkit and Rankscale were named in the same answer sixteen times, of the 109 answers naming Semrush AI Visibility Toolkit and the 32 naming Rankscale. In those answers Rankscale took the first choice four times and Semrush AI Visibility Toolkit two.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | ||||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | | ||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | ||||||
| DeepSeek V4 Flash | | | | |||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | ||||
| GLM 4.7 FlashX | | | | |||
| MiniMax M2.5 | | | | |||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | |
Semrush AI Visibility Toolkit Rankscale first choice named as an alternative argued againstblank: not namedEach cell is one answer, Semrush AI Visibility Toolkit on the left and Rankscale on the right.The direct prompt
Semrush AI Visibility Toolkit first, Rankscale not the choice
1 of 14 modelsRankscale was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
Semrush AI Visibility Toolkit8%#4 of 7Rankscale6%#5 of 7Semrush AI Visibility Toolkit5%#5 of 9Rankscale5%#6 of 9Semrush AI Visibility Toolkit6%#3 of 9Rankscale2%#– of 9What the models said about Semrush AI Visibility Toolkit
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Mid-market companies often struggle with "pay-per-keyword" pricing from massive enterprise suites (like Semrush/Ahrefs) which can get astronomically expensive” Qwen 3.7 Flash · scale prompt · soft negative
“Semrush describes its score as a benchmark based on topic coverage and mention consistency... it isn't the same thing as buyer exposure, clicks, or sales.” GPT-6 Luna · negative prompt · soft negative
“A 7 Jan 2026 check of "AI visibility checkers" tested SEMrush, AmIVisibleOnAI, and Neil Patel's Ubersuggest ... The results were described as shocking” Muse Glimmer 30B · negative prompt · soft negative
“Tools using official APIs (e.g., Conductor, Semrush): More reliable, real-time data” Grok 4.1 Fast · negative prompt · first choice
“I'd recommend Semrush AI Visibility Toolkit if you want the best balance” Perplexity Sonar · paraphrase prompt · first choice
“For a mid-sized B2B company, I'd recommend Semrush's AI Visibility Toolkit.” Grok 4.1 Fast · paraphrase prompt · first choice
What the models said about Rankscale
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“General Red Flags Across Many Tools (e.g., Otterly.ai, Peec AI, Scrunch, Geneo, Rankscale):” Grok 4.1 Fast · negative prompt · soft negative
“Otterly AI at $29/month or Rankscale AI at $20/month offer the best value” Claude Haiku 4.5 · budget prompt · first choice
“Rankscale AI is often the best fit because it starts around $20/month” Perplexity Sonar · budget prompt · first choice
“For broad, multi‑engine monitoring: Otterly.AI or Rankscale.” GLM 4.7 FlashX · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.