| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| SEO and content optimization platforms | Marketing | 7% | 5 of 45 | 17% | 12 | accepted challenger |
| AI visibility and answer engine tracking tools | Marketing | 0% | 18 of 46 | 0% | 3 | under 10 labels |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 1 | 0 | 1 | 2 |
| Claude Opus 4.8 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Astra | 1 | 3 | 0 | 0 | 4 |
| GPT-5.6 Sol | 1 | 2 | 0 | 0 | 3 |
| Gemini 3.1 Pro | 0 | 2 | 0 | 1 | 3 |
| Perplexity Sonar Pro | 0 | 0 | 1 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Strong candidate for distributed SEO/content teams wanting integrated visibility, content creation, monitoring, workflow, and AI-search capabilities.” GPT-5.6 Sol · SEO · scale prompt · first choice
“compare Conductor, seoClarity, and Semrush; consider BrightEdge as an enterprise alternative” GPT-6 Astra · SEO · scale prompt · first choice
“Highly focused on user-friendliness, workflow integration, and bridging the gap between SEO and content teams. Excellent customer success and reporting.” Gemini 3.1 Pro · SEO · scale prompt · alternative
“Conductor belongs on the shortlist for a large organization seeking connected search intelligence” GPT-6 Astra · SEO · comparative prompt · alternative
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.
“rather than a single enterprise suite like Conductor or seoClarity. Enterprise suites usually only pay off above ~$50M ARR” Claude Opus 5 · SEO · direct prompt · soft negative
“Enterprise SEO Platforms (e.g., BrightEdge, Conductor) ... small-to-medium businesses should be cautious” Gemini 3.1 Pro · 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 Conductor, 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.