VectorCiteVectorCite
Free audit · no signup · 30 seconds

Will AI engines cite your page?Find out in 30 seconds.

Drop your page URL and a buyer query. VectorCite runs the same 30-signal rubric ChatGPT, Perplexity, Gemini, Claude and AI Overviews use to decide what to cite — scores you against your top three competitors, and ships the exact schema and copy fixes to close the gap.

No credit card No signup Shareable PDF result 5 free audits / day

First probe may take 5–8 seconds while the embedding model warms. Subsequent probes are sub-second.

30 measured signals

Grounded in the GEO paper (NeurIPS 2024), Google's Search Generative Experience disclosure, and Anthropic's web-tool retrieval methodology. Every signal is a published citation factor — nothing invented.

Real competitor diff

We pull who's actually being cited for your query, embed their pages alongside yours in the same 384-dim vector space, and run the same retrieval ensemble every answer engine uses (cosine + BM25 + authority + recency).

Concrete fixes, not advice

Schema.org JSON-LD ready to paste. Meta tag patches. Copy guidance with examples. No generic recommendations — every output is something a developer can ship today.

New

Want your whole site audited?

Our site-wide audit crawls 8 pages, tests 4 intent-variant queries each, and ships a unified scorecard plus the fixes that move your whole domain at once.

Audit my site →

How it works

  1. 1
    You drop a URL and a buyer query.

    The URL is any public web page — your homepage, a product page, a blog post. The query is what your buyers actually type into ChatGPT or Perplexity.

  2. 2
    VectorCite probes the citation landscape.

    We crawl your page, fetch the top competitors for that query, embed all of them in vector space, and run a retrieval ensemble that mirrors how every AI answer engine ranks candidates for citation.

  3. 3
    You get a score, a verdict, and a Fix Kit.

    A 0–100 score, a yes/no citation verdict at top-5 (the typical AI answer cohort), 30 signals scored individually, and ready-to-paste schema + copy patches. Shareable URL. Printable as PDF.

Want continuous monitoring and the full Fix Kit?

VectorCite Pro monitors your portfolio of buyer queries weekly, surfaces score changes the moment they happen, and ships the full set of fix patches — not just the top three.

See plans →