Citation Health Diagnostic

Where Are Your AI Citations Coming From?

AI models don't treat all content equally. Citations from expert reviews carry 4× more weight than retail listings — and auto-generated content is being actively filtered out. See your brand's citation source breakdown.

Try: "JumpStart Pro", "NOCO GB40", "Vantrue N4 Pro" · Full real-time analysis available with a free account

31/100
CRITICALHigh risk of AI citation removal

JumpStart Pro

Automotive Accessories · Scanned 2025-01-27

22% of AI citations for JumpStart Pro originate from auto-generated content — above the 20% critical threshold. With recent AI quality filter upgrades from DeepSeek and ChatGPT, these low-quality citations are actively being downgraded. The brand has zero expert review placements in major automotive publications.

Citation Source Breakdown

Based on analysis of AI model responses across 100 queries in this category

Expert Review Citations 22%
Community & Forum Mentions 15%
Retail & Listing Content 41%
Auto-Generated Content 22%
🏆
Expert Review Citations
Wirecutter (0) · Car and Driver (0) · Motor Trend (0)
22%
💬
Community & Forum Mentions
Reddit r/CarTalk (3 threads) · Amazon Q&A (12 answers)
15%
🛒
Retail & Listing ContentAt risk
Amazon product description · Walmart listing · Brand website
41%
Auto-Generated ContentCritical
Anonymous blog posts (8) · SEO article farms (14) · Unattributed reviews
22%

Recommended Actions

1

Commission expert reviews in Car and Driver, Motor Trend, or Wirecutter — expert-attributed content gets 4× AI citation weight

2

Publish verifiable performance benchmarks: cranking amps test results, temperature range PDFs

3

Build structured FAQ content addressing specific buyer questions (diesel engines, cold weather, truck use cases)

Get your real citation health score

This is a demo. Run a live scan to see actual AI model responses, real citation sources, and weekly tracking for your brand.

The Three Standards of Healthy AI Citations
Real Experts

Content authored or verified by domain experts. AI models weight expert-attributed content 4× higher than anonymous sources.

Real Data

Technical specs with publicly verifiable test sources — PDFs, lab certifications, independent benchmarks. AI prefers factual, data-backed claims.

Real Structure

Content that follows buyer decision journeys — comparison, use-case, problem-solution. Structured content gets 2.3× more AI citations.