AI visibility research · Sep 24, 2026
AI visibility APIs: current evidence map
For this research, AI visibility means programmatic evidence about brand, keyword or prompt presence in AI-powered search experiences. Feature labels alone are not treated as equivalent measurements.
DataForSEO
Official documentation describes AI Optimization APIs including LLM Mentions and AI Keyword Data. These are documented capabilities; Search Data Bench has not yet executed a comparable live AI-visibility benchmark.
Mangools AI Search Watcher
Official documentation describes programmatic management of monitors, models, prompts and settings. Authenticated SDB entitlement and comparable production cost remain unresolved.
SE Ranking
Our preserved SE Ranking hands-on run covers keyword, SERP, rank, competitive and backlink tasks, not an AI-visibility workload. We therefore leave this cell unresolved rather than extrapolating.