Prompt-based testing
Run buyer-style questions across assistants to see who they actually mention.
Product
A measurement engine for AI citation rate.
Viclaro turns "do AI assistants recommend us?" into a measurable loop you can rerun. Anchored in NYC legal, expanding to additional service categories.
Start analysisRerun comparisons
Rerun the same prompts after edits to see what changed — and what still didn't.
Three-axis scoring
Every campaign scores how cleanly AI can read your page (Content Clarity), how discoverable it is for AI crawlers (Discoverability), and — the headline number — how often AI assistants actually cite you for your buyer prompts (Citation Rate).
Content Clarity
Discoverability
Citation Rate
Diagnostics are tied to real outputs — not a score with no receipts.
Structured outputs
Export exactly what stakeholders need for updates, QBRs, or SOC reviews.
Buyer prompts + AI responses
Ranked top fixes
Before / after deltas