Workflow Integration
How Veridi fits alongside existing fact-checking practices
Veridi is not a replacement for editorial judgment. It’s a structured second opinion: a systematic process that checks for things human fact-checkers sometimes miss, particularly disinformation techniques that are designed to evade detection.
As a second-opinion tool
Run a claim through Veridi after completing your own assessment. Compare verdicts and reasoning. Where they diverge, investigate why. The most valuable output isn’t the verdict itself; it’s the structured reasoning that may surface evidence, source-quality issues, or gaming patterns that weren’t part of your initial analysis.
As a gaming countermeasure check
Even if you don’t use Veridi for the full assessment, the gaming countermeasure scan is independently useful. Submit a claim and review the gaming flags. The methodology checks for eleven specific disinformation techniques - confidence laundering, citogenesis, tier inflation, anchoring, framing manipulation, and others - that are designed to make false claims appear credible.
This is particularly valuable for claims that “feel right” but may have been engineered to feel right.
As a training framework
The methodology’s explicit decision trees, particularly for the Misleading/Lacks Context and Mixed/Mostly False boundaries, can serve as training material for new fact-checkers. The decision logic makes implicit editorial judgment explicit and teachable.
As a source verification layer
The four-tier source hierarchy and the Institutional Reliability Index provide a systematic framework for evaluating evidence quality. The IRI is especially relevant in the current environment, where government agencies that were historically Tier 1 sources may have been compromised by political interference, defunding, or institutional capture.
What Veridi does not replace
- Editorial judgment about which claims to investigate
- Original reporting - Veridi evaluates existing evidence, it doesn’t generate new evidence
- Source relationships - Veridi can evaluate published sources but cannot contact experts, request documents, or conduct interviews
- Legal review for claims with defamation or liability implications
- Audience context - knowing what your readers need to understand
Transparency and methodology access
The complete methodology is available for inspection, including source hierarchy definitions, decision trees, gaming countermeasures, confidence calibration framework, and the Institutional Reliability Index. This allows integration teams to understand exactly what the system does and to identify any aspects that need adaptation for their context.