Platform Overview
Six systems.
One data contract.
CITAQ connects your product catalog to the data structures that AI agents need to cite, recommend, and transact. Each system runs independently and shares a single source of truth.
Citation Readiness Score
Crawls each product page through a 5-tier fetch ladder, extracts structured and unstructured data, then runs it through seven independent scoring modules. The output is a 0–100 score with a full module breakdown and actionable recommendations.
Product-level, not brand-level. We score the page an AI agent would actually land on.
- Attributes78
- Entity82
- Ambiguity64
- Clarity71
- Consistency80
- Intent58
- Archetype76
Live AI Verification
Queries real AI platforms with buyer-intent questions in your product's category, then detects whether the AI cites your product, misattributes its facts, or omits it entirely, across five identity slots.
Verification, not prediction. We ask the AI. We don't guess what it knows.
Citation Leaderboard
Ranks the top 100 competitor products in your category by citation frequency across AI platforms. See who AI recommends before you, their CRS score, and why.
Know exactly who you're losing citations to, and what makes them more citable.
Competitive Monitoring
Groups all monitored products by category, runs shared query sets across every merchant in the group, archives each cited competitor, and runs LLM analysis explaining why competitors outrank each of your products.
Platform-wide cost sharing. One query run serves every product in the same category.
Cost of the run is split across the group, not billed per product.
Merchant Reports
Generates IP-sanitized PDF reports with score pillars, recommendations, and competitor gaps. Shareable via token link. White-label available on Scale and above.
Share with clients or stakeholders without exposing engine internals.
Indexability Verification
Checks whether AI crawlers can reach your pages (robots.txt audit), whether your product is findable without a direct URL across Google, Bing and AI discovery, and whether your store is UCP-compatible for agentic checkout.
Invisible to crawlers = uncitable by AI. Fix the access layer first.
GPTBot, ClaudeBot and PerplexityBot are allowed to fetch product pages.
Indexed on Google and Bing, but not yet surfaced in AI Overviews for category queries.
No Universal Checkout Protocol endpoints detected. Agents cannot transact.