Self-Audit / Latest audit
We dogfood Radar. Here’s what it caught.
We run Radar against pixelmojo.io. The findings below are published verbatim from the latest audit, including the parts that do not flatter us.
If a methodology cannot survive its own scrutiny, it is not a methodology worth selling. Latest run: November 6, 2026.
What is working
5 of 13 scored tools grade A in this audit.
The honest score
Overall Radar score: 74/100 (B). It averages every check this audit completed: the technical readiness checks and the live AI answer checks, each marked in the breakdown below.
We could publish a higher number by tuning the audit category or the query set. We do not. The audit runs with the same configuration we run for paying customers, and the result lands here unedited. If the score moves in the next audit, you will see it move.
Full per-tool breakdown
All 13 scored tools sorted by score. See the methodology for what each tool measures and how scores are calculated.
| Tool | Type | Score | Grade |
|---|---|---|---|
| llms.txt | Technical | 100 | A |
| AI Readiness | Technical | 100 | A |
| Hallucination Check | Live AI answers | 100 | A |
| AI Bot Crawl | Technical | 98 | A |
| Schema Audit | Technical | 94 | A |
| robots.txt | Technical | 82 | B |
| AEO | Technical | 81 | B |
| brandDisambiguation | Live AI answers | 80 | B |
| Answer Engine | Live AI answers | 76 | B |
| Reddit Mentions | Reddit data | 70 | B |
| Citation Tracking | Live AI answers | 42 | D |
| Source Influence | Live AI answers | 39 | D |
| Prompt SOV | Live AI answers | 0 | F |
Per-LLM Citation Coverage
How often each provider’s answer cited a pixelmojo.io URL across the audit’s brand-related queries. Only providers that browse the web can return cited URLs. Model IDs recorded for these citation results: gpt-6-luna, sonar, claude-haiku-4-5-20251001, gemini-3.5-flash-lite, grok-4.3. Measured via provider APIs at the time of this audit; consumer AI apps may differ.
The measured API model does not browse, so it cannot cite URLs.
Cited in 2 of 4 brand queries.
The measured API model does not browse, so it cannot cite URLs.
Cited in 2 of 4 brand queries.
The measured API model does not browse, so it cannot cite URLs. Report only, not scored.
Why we publish this
Brand Index scores 50 named brands publicly with Radar’s AI Readiness Score. This page applies the full Radar audit to Pixelmojo. Publishing only flattering numbers would invalidate the methodology. Publishing what it actually finds is the proof.
What you see is the audit data with light interpretation. The same JSON lives in radar_audit_runs for every customer audit, gated to that customer.
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