Confidence engine

VeriScore

Confidence you can defend.

VeriScore weighs evidence quality, model agreement, time sensitivity, counter-evidence, and provenance into one clear 0-100 score.

7

Weighted signals

0-100

Score range

Trace

Evidence-backed

94%
High
Confidence compositionHigh
Source authority92

Primary evidence and institutional reliability.

Model consensus88

Independent provider agreement without simple majority bias.

Temporal validity84

Freshness, supersession, and time-sensitive context.

Counter evidence76

Contradiction pressure kept visible in the final score.

Nuance control81

Ambiguous phrasing and partial truths reduce overconfidence.

Provenance integrity94

Each score can trace back to evidence and model output.

Signal policy

Seven signals. One score.

The result is not decoration. It is a compact readout of what the system knows, what it doubts, and what it can prove.

Source authority

Primary evidence and institutional reliability.

92
Model consensus

Independent provider agreement without simple majority bias.

88
Temporal validity

Freshness, supersession, and time-sensitive context.

84
Counter evidence

Contradiction pressure kept visible in the final score.

76
Nuance control

Ambiguous phrasing and partial truths reduce overconfidence.

81
Provenance integrity

Each score can trace back to evidence and model output.

94

Operating bands

Know when to publish, review, or escalate.

Decisive

95-100

Publish-ready when evidence, consensus, and provenance all align.

High

80-94

Strong enough for normal review with minor caveats preserved.

Moderate

60-79

Useful signal, but evidence variance should stay visible.

Low

40-59

Escalate before relying on the claim operationally.

Insufficient

0-39

Evidence is too thin, stale, or contradictory to trust.

Defensible

A score that survives review because its evidence, weighting, and uncertainty are visible.

Calibrated

A stable policy keeps score behavior explainable across model upgrades and prompt changes.

Layered

Seven signals converge into one number without hiding disagreement or stale evidence.

Live workflow

Run it on a claim your team actually has to stand behind.

Evidence preserved
Counterclaims visible
Reports ready