Our Approach

Methodology

A rigorous, proprietary framework developed over years of comment section observation.

The F&F Evidence Flexibility Matrix™

Observation
Without
Judgment
Pattern
Recognition
Creative
Documentation
Flexibility
Achievement

Core Principles

1. Non-judgmental observation. We document techniques without evaluating their relationship to objective reality.

2. Pattern recognition. We identify recurring rhetorical structures across platforms and topics.

3. Admiration of creativity. When a debater achieves something unprecedented, we note it with respect.

4. Quantitative flexibility. Our metrics adapt to the needs of each analysis.

Quality Standards

Every audit is reviewed by our Senior Flexibility Officers before delivery. We maintain strict standards:

• All observations must be verifiable (screenshots archived)

• No direct personal attacks on subjects

• Findings must be presented in appropriately dry, professional language

• The Facts department must be consulted (response optional)