Zero to 7 weekly LLM citations.
In 4 weeks.
A B2B SaaS brand (under NDA) was invisible to ChatGPT, Perplexity, and Gemini at the start of the engagement. Four weeks later, the brand was being cited 7+ times per week across the three engines on their priority queries.
Cited zero times. Across every engine.
Baseline LLM probe across ChatGPT, Perplexity, and Gemini with 30 buyer-intent queries returned 0 brand mentions. Three competitors were cited in 40%+ of answers. The brand's organic Google rankings were strong (top 3 for the priority terms), but none of that translated to LLM visibility — different ranking signals, different cited surfaces.
The brief: get cited inside 60 days. Fixed price. No retainer trap.
Schema rebuild + authority rewrite + citation monitor.
We diagnosed where the LLM crawlers were failing, shipped the schema layer, rewrote the top 10 pages with answer-block structure, and deployed a citation monitor against the same 30 queries.
- Organization + Product + FAQ + HowTo schema across the 10 priority pages
- Rewrites of the top 10 pages into answer-block + definitions structure
- llms.txt + AI crawler policy at root, validated against current spec
- Weekly automated probe of 30 queries across 3 engines
- Looker-style dashboard showing citation appearances + competitive context
Cited 7+ times/week by week 4.
Citations began appearing at week 2 (Perplexity first, ChatGPT next, Gemini last). By week 4 the brand was averaging 7+ citations per week against the priority query set. The monitor stays live as part of an always-on retainer.
Weekly LLM citations
Across ChatGPT, Perplexity, Gemini on priority queries.
Time to first citation
Perplexity at week 2, ChatGPT at week 3.
Pages rewritten
Schema + answer-block structure shipped.
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Same 5-dimension diagnostic we ran here. URL + email. Report inside 5 minutes.