GEO•
GEO Metrics: Mention Rate, Citation Rate, What to Measure
Mention rate vs citation rate, per-engine reads, verification against real answers, and how fast AI answers actually change.
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Brand Monitoring•
White-Label AI Visibility Tracking for Agencies
Per-tenant API keys, your own report layer, and about $62 per client per month in data costs at 200 daily prompts.
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Brand Monitoring•
AI Visibility Sample Size: How Many Prompts and Runs
How many prompts and daily runs AI visibility tracking needs before a trend is real, measured with paired same-model runs minutes apart.
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AI Search•
How AI Answers Change by State: A Data Study
Ask an AI assistant the same local question from California and from New York and you can get two completely different sets of recommended businesses. We measured how much AI answers change by US state across ChatGPT, Copilot, Gemini, Perplexity, and Google AI Mode.
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AI Search•
How to Track AI Search Visibility Programmatically
AI engines ship no dashboards, so you query them yourself. A developer's guide to tracking AI search visibility: brand mentions, citations, and share of voice.
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Compliance•
Third Party Risk Monitoring: The News Layer TPRM Misses
Your TPRM stack reviews vendors once a year, but vendor risk moves daily. Here is how to build third party risk monitoring from live news and search signals.
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Brand Monitoring•
Brand Monitoring in 2026: News, Search, Social, AI
Brand monitoring in 2026 spans news, search, social, and reviews, plus AI answers no legacy tool tracks. The full surface map, the tools, and a DIY setup.
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Brand Monitoring•
Brand Protection in 2026: Search and the AI Layer
Across 40 major brands × 60 prompts × 6 AI engines, 31%–72% of triggered answers cited only third-party domains, never the brand's own site. On Perplexity, the brand's own domain is cited in ~0% of answers. Trustpilot, BBB, ConsumerAffairs, and Reddit narrate your brand when you're absent.
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News•
Google Alerts API: It Doesn't Exist, So Build This Instead
There is no Google Alerts API and never has been. Here's why free alerting lags breaking news, plus a full build-your-own alerts pipeline in Python.
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