The method
Transparent end to end — from the authority gate to the delta re-run. Every finding carries its evidence, and every score discloses its method.
Nothing is extracted without documented client authority. The tiers ladder by data sensitivity: Tier 1 touches configuration only and needs the lightest gate; Tiers 3 and 4 reach matter and party data and need full authority. Production legal data is never extracted before that authority is in place.
Each corpus — work items, key dates, attributes, parties, connections, and notes — is pulled through the API using stable (date, identifier) boundaries, deduplicated, and reconciled against platform totals before any headline figure is quoted.
Embeddings and language models run on a controlled on-premise stack — a local model on local hardware. Client data never leaves a controlled environment, and nothing is sent to a third-party AI service.
Every finding names its extraction source and as-of date. Observed measures — counts and dates — are kept separate from model-derived inferences — entity matches, cluster labels, extracted reserves — and each inference carries its validation status.
Each domain emits a 0–100 score from transparent weighted indicators with published green/amber/red thresholds. The full methodology — values, thresholds, and weights — is disclosed on every report. The scoring method is ours; the evidence is yours.
Under the Assure subscription the scripted pipeline re-runs on a schedule. You buy the delta — what changed since last quarter — and a health-score trend the board can watch. Every re-run defends the last quarter's remediation.
Honesty markers
Counts and dates are observed measures. Entity matches, cluster labels, and extracted reserves are model-derived inferences, presented with their validation status — never dressed up as fact.
Acted-both-sides hits are screening candidates for your authoritative conflicts process. We surface them for a human to decide; we never decide them.
Each domain score is a weighted average of indicators with published green/amber/red thresholds. The full methodology — values, thresholds, weights — appears on every report.
The methodology is validated end-to-end on one live engagement. We treat generalisations as hypotheses until more engagements confirm them, and we say so.