Instrument online / probing OpenAI & Anthropic agents in real time

Technical audit for the age of LLM discovery.

We measure how conventional search indices and generative model knowledge graphs see your website, run the scans on a schedule you set, and (on the agentic tier) push the fixes into your HTML, robots.txt, sitemap.xml, and llms.txt for you.

Request full auditCompare tiers
Last referenceOCT_24_REPORT_088
SEO visibility
84.2
Δ +2.1 vs. last scan
GeoLLM rank
61.5
Δ −3.4 vs. last scan
Citation share / agent surfacesquant-logistics.ai
OpenAI agents
72
Anthropic agents
64
Google AI Overview
58
Perplexity
41
Other assistants
18

Audit surface / What we measure

42 signals / 2 axes
Axis 01 / SEO

Conventional search visibility.

  • 01Technical crawlability & indexation
  • 01Canonical, hreflang & sitemap integrity
  • 01Core Web Vitals & rendering budget
  • 01Structured data & schema coverage
  • 01Backlink authority & referring domains
  • 01Local & geographic signal density
Axis 02 / GeoLLM

Large language model visibility.

  • 02Citation frequency across OpenAI & Anthropic agents
  • 02Retrieval share in Google AI Overview & Perplexity
  • 02llms.txt presence & anchor completeness
  • 02robots.txt directives for AI crawlers
  • 02Semantic density & retrieval-friendly structure
  • 02Brand entity accuracy in model knowledge base

Method / How it works

3 phases
  1. Phase / 01

    Scan

    We crawl your site across 42 technical signals and query the AI agents your buyers use to see whether, and how, you get cited.

  2. Phase / 02

    Score

    Every signal is scored on the SEO or GeoLLM axis. Critical numbers are marked ink-red in the report.

  3. Phase / 03

    Ship

    Recommendations are queued. Agentic tier deploys fixes directly to your HTML, robots.txt, sitemap.xml and llms.txt.

Pricing / Tiered services

Full comparison →
Metric / Service01 / Landing02 / Starter03 / Growth04 / Scale
Landing page buildIncluded···
AI-search foundationIncluded···
Technical SEO auditIncluded after 30 daysFull reportContinuousContinuous
Agent citation check·OpenAI + AnthropicAll major agentsAll major agents
Scan frequency·OnceUnlimitedUnlimited
Domains111Up to 10
Report formatPDF + dashboardPDF + dashboardLive dashboardLive dashboard + API
Automated remediation··RecommendationsAgent active
Direct edit of HTML / robots / sitemap / llms.txt···Included
Priority supportEmailEmailSlack + emailDedicated engineer
Cost projection$249$99$349/mo$1,499/mo
Commission →Purchase report →Subscribe →Book discovery →

Index / Knowledge

Documenting the intersection of neural search and traditional information retrieval. Field notes for practitioners.

Open archive →

Product / Live system monitor

Agent_active

Domain

quant-logistics.ai

Queue status

3 ISSUES PENDING FIX
SEOMissing `canonical` tags on 4 subdomains
LLMOutdated product citation in OpenAI agent retrieval
SEOsitemap.xml drift: 12 new URLs unindexed

FAQ / Frequently indexed

What is GeoLLM optimization, exactly?
It is the practice of making your website legible, retrievable, and citation-friendly for the AI agents your buyers now delegate research to: OpenAI's and Anthropic's assistants, Google's AI Overview, and Perplexity. Traditional SEO does the same job for Google search.
Do I need my own developer for the agentic tier?
No. On the agentic tier our engineering agents write directly to your HTML, robots.txt, sitemap.xml and llms.txt via a secure deploy channel you approve.
How often do you re-scan on the subscription plan?
Unlimited scans. The instrument re-crawls on demand and, by default, on a rolling weekly cadence.
Which LLMs do you audit against?
We probe the AI agents your buyers actually use: OpenAI's and Anthropic's agentic assistants, Google's AI Overview, and Perplexity. Underlying model versions are abstracted away and refreshed continuously as providers ship new releases.
Initialize

Get a dual-axis reading of your site in under 90 seconds.

Run first scan