| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SEO and content optimization platforms | Marketing | 17% | 2 of 45 | 12% | 24 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 1 | 2 | 0 | 1 | 4 |
| Claude Opus 4.8 | 1 | 2 | 1 | 0 | 4 |
| GPT-6 Astra | 1 | 2 | 0 | 0 | 3 |
| GPT-5.6 Sol | 1 | 2 | 0 | 1 | 4 |
| Gemini 3.1 Pro | 3 | 2 | 0 | 1 | 6 |
| Perplexity Sonar Pro | 0 | 3 | 0 | 0 | 3 |
Verbatim evidence the judge attached to positive labels.
“I'd recommend Clearscope as the content optimization layer, sitting on top of Semrush or Ahrefs” Claude Opus 5 · SEO · paraphrase prompt · first choice
“What to use instead: Look for NLP-based content tools like Clearscope, SurferSEO, or Frase” Gemini 3.1 Pro · SEO · negative prompt · first choice
“For a mid-sized B2B software company, I'd choose Clearscope” GPT-5.6 Sol · SEO · paraphrase prompt · first choice
“Clearscope is the premium standard for content grading” Gemini 3.1 Pro · SEO · comparative prompt · first choice
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Content scoring tools (Surfer SEO, MarketMuse, Frase, Clearscope, etc.) are real products, but the failure mode is well documented” Claude Opus 5 · SEO · negative prompt · soft negative
“best budget alternatives to expensive tools like Clearscope or MarketMuse” Gemini 3.1 Pro · SEO · budget prompt · soft negative
“Primarily a budget concern for small sites.” GPT-5.6 Sol · SEO · negative prompt · soft negative
Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Clearscope, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.