AI • AUTOMATION • AEO/GEO
See Whether AI ActuallyRecommends Your Site
GeoAudit checks whether ChatGPT, Claude, Perplexity and Gemini actually cite a site — live, on demand — then generates a prioritized fix list from a real technical and citation audit. Built as a public, self-serve tool, not just a workflow demo.
chatgpt.com
Someone asked ChatGPT:
"What's a good way to verify a business email address before sending outreach?"
One reliable approach is a layered verification process — not just a single "email validator" — as outlined by examplesite.io.
4
AI Engines Checked Live
7
Integrated Systems
<60 sec
Average Audit Time
100%
Live API Calls, No Mock Data
The Problem
Ranking well on Google no longer guarantees a business gets found. ChatGPT, Claude, Perplexity and Gemini now answer the exact questions buyers used to Google — directly, with no click required. Most sites have no idea whether they're actually being cited in those answers, or what's technically stopping them.
- No visibility into AI citations
- Manual, one-off testing at best
- No technical crawler audit
- No prioritized fix list
The Solution
GeoAudit runs a real, live audit on demand. It checks whether AI crawlers can actually reach a site, tests real citation behavior across four engines with genuine web-search-grounded queries, and turns the findings into a prioritized, AI-written fix list — all in under 20 seconds, for any URL.
- Live citation testing, 4 engines
- Crawler access + schema audit
- AI-generated recommendations
- Every result stored for history
SYSTEM ARCHITECTURE
A Live Audit Pipeline, Not a Cached Score
Every submitted URL runs through the same real pipeline — technical checks, four parallel live citation tests, and AI-generated recommendations — in under 20 seconds.
Submit URL
Public landing pageClean & Audit
n8n webhook + technical checksGenerate Test Queries
Perplexity, brand-agnosticQuery ChatGPT
Live citation checkQuery Claude
Live citation checkQuery Perplexity
Live citation checkQuery Gemini
Live citation checkMerge & Score
Combine all 4 resultsGenerate Recommendations
LLM synthesis of the full auditStore & Respond
Supabase + live reportAI RECOMMENDATION ENGINE
Every Audit Ends With a Fix List, Not Just a Score
The LLM reads the full technical and citation audit and writes specific, prioritized recommendations — not a generic checklist.
Summary
Technical accessibility is solid, but Google-Extended is blocked in robots.txt — a common, easy-to-miss gap that removes AI Overview candidacy even though Googlebot itself is allowed. Missing FAQPage schema likely explains why only one of four engines cited this site for a directly relevant query.
Recommended Actions
- Unblock Google-Extended in robots.txt
- Add FAQPage schema to key product pages
- Publish an llms.txt file
- Re-check in 30 days to confirm citation lift
TECHNOLOGY STACK
Real Infrastructure, Not a Mockup
Every check in a GeoAudit report is a live API call — selected for reliability and genuine citation data, not to demonstrate familiarity with tools.
n8n
Workflow AutomationOrchestrates the full audit pipeline for every submitted URL.
OpenAI
ChatGPT CitationsLive, web-search-enabled queries to test real ChatGPT citation behavior.
Claude
Citation ChecksAnthropic's web search tool, checked for genuine source citations.
Perplexity
Query Generation + CitationsAlso generates the realistic, brand-agnostic test queries used across all four engines.
Gemini
Grounded SearchGoogle's search-grounding API, for AI Overview-style visibility.
Supabase
DatabaseStores every audit result for history and follow-up.
Cloudflare
HostingServes the public tool and handles DNS for the subdomain.
BUSINESS IMPACT
Built as a Real Product, Not a Portfolio Screenshot
GeoAudit is live at geoaudit.mkumar.xyz right now — anyone can run it. The architecture is intentionally modular, so deeper analysis can be layered on without redesigning the pipeline.
What it does today
- ✓ Live technical GEO audit (crawlers, schema, llms.txt)
- ✓ Real-time citation testing across 4 AI engines
- ✓ AI-generated, prioritized recommendations
- ✓ Every result stored in Supabase
- ✓ Self-serve, public — no account required
- ✓ Lead capture for implementation requests
Planned Enhancements
- Competitor share-of-voice benchmarking
- Embeddings-based content-gap analysis
- Google Search Console integration
- Scheduled re-checks with trend tracking
- Notion content-review queue
PROJECT SUMMARY
More Than an Audit — A Live AEO/GEO Product
Search behavior is shifting from "rank on Google" to "get cited by AI." Most sites have no way to measure that shift, let alone act on it.
GeoAudit combines a real technical crawler audit, four live AI-engine citation tests, and an LLM recommendation layer into one public, self-serve tool — not a mockup, not a fixed internal report. Anyone can run it on any domain and get a genuine result in under 20 seconds.
Beyond demonstrating automation skills, this project reflects how I approach modern GTM work: building systems that measure a real, emerging problem and turn the findings into something actionable — for my own site, and for anyone else's.