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Trusted Results

Reliable AI Audits You Can Trust

Track consistency scores to know when changes are real vs. AI variability. Unlike competitors who give different scores each time, we provide reliable, trustworthy results.

The AI Variability Problem

AI systems give different responses each time, making audit results unreliable and untrustworthy

Other Tools

Your audit score changes every time you run it, even with identical inputs

Day 1: Score 67
Day 2: Score 45 (same URL)
Day 3: Score 73 (same URL)

Which score is real? You'll never know.

ContentForLLM

Consistency tracking shows you when changes are real vs. AI randomness

Consistency Score: 92/100
"Results unchanged - trustworthy"
Confidence in every audit

You know exactly what's real and what's not.

How Consistency Tracking Works

Advanced detection system identifies when changes are real vs. AI variability

1. URL Normalization & Hashing

Each audit URL is normalized and hashed to track all runs for the same business.

phelpslawyers.com → normalized → SHA256 hash → unique identifier

2. Result Comparison

New audit results are compared against historical data to detect changes.

Content Gaps
±2 = normal variation
Visibility Scores
±5 = acceptable
Competitors
Order-independent

3. Consistency Scoring

A 0-100 consistency score indicates reliability. Higher scores mean more trustworthy results.

90-100
Excellent
Highly reliable results
70-89
Good
Minor variations
<70
Review Needed
Significant changes detected

4. Recommendations

Smart recommendations guide your next steps based on consistency patterns.

"Results unchanged - use for planning"
"Competitor change detected - worth investigating"
"Low consistency - run again in 24 hours"

Why Consistency Matters

Trustworthy results lead to better decisions and better outcomes

Confidence in Planning

Make strategic decisions knowing your audit results are reliable and trustworthy

Real Trend Detection

Distinguish between actual market changes and AI randomness

Resource Efficiency

Avoid wasting time and money on chasing false signals

Get Reliable Results You Can Trust

Experience the difference consistency tracking makes in your AI visibility strategy

Get Your Free Consistent Audit