Share of Model
Track how often AI models mention and recommend your brand.
Community: Submitted by a user or imported; check the owner before granting accessOnlineNo sign-inGlobalFreeRead-only
What it can do
- Probe Ai Models: Send category/intent queries to AI models and measure brand visibility. Returns raw probe data including mention rate, position, and context for each model/query pair.
- Calculate Share Of Model: Calculate Share of Model metrics from probe responses. Pure computation — no API calls. Returns overall share, per-model breakdown, per-query breakdown, and quality metrics.
- Compare Competitors: Head-to-head Share of Model comparison across multiple brands. Probes all brands in one pass and returns a ranked leaderboard by mention rate.
What data it sees
Do you need an account
No: the server works without sign-in
Track how often AI models mention and recommend your brand. Probe GPT-4o, Claude, Gemini, and Perplexity to measure your Share of Model - mention rate, position quality, and competitive ranking. Essential for any brand in the era where AI agents influence purchasing decisions.
4 tools:
generate_som_report- full analysis in one callprobe_ai_models- raw probe data across modelscompare_competitors- head-to-head leaderboardcalculate_share_of_model- pure metrics from probe data
BYOK - bring your own API keys. Only pay for what you probe.
Server tool list (4)
Raw names from tools/list. Only developers need these.
| probe_ai_models | Send category/intent queries to AI models and measure brand visibility. Returns raw probe data including mention rate, position, and context for each model/query pair. |
| calculate_share_of_model | Calculate Share of Model metrics from probe responses. Pure computation — no API calls. Returns overall share, per-model breakdown, per-query breakdown, and quality metrics. |
| compare_competitors | Head-to-head Share of Model comparison across multiple brands. Probes all brands in one pass and returns a ranked leaderboard by mention rate. |
| generate_som_report | Complete Share of Model analysis in one call — probing, calculation, and a formatted markdown report with competitive position table. |