The Intelligence Engine

15 proprietary skills. One verified corpus. Zero black boxes.

Judicial-analytics vendors infer how judges think from opinions covering ~3% of rulings. BenchPath runs 15 analytical skills on data they don't hold: 1,217 verified Florida judicial officers, their published procedures, deadline chains, chambers protocols, and a growing rulings corpus — with every output citing its source and every synthesis passing human review before it publishes.

Run a Judicial Intelligence Report →14 live · 1 review-gated

● Live

Procedural Fingerprint

Every verified requirement this judge enforces — one compliance profile.

Compiles all judge-, division-, county-, circuit-, and statewide-scoped requirements that govern appearing before this judge into a single ranked profile, most-specific first.

Runs on: Verified rule cards linked to the judge/division + inherited scopes; source excerpts and last-verified dates.

Delivers: The report's Procedural Requirements section with per-item citations and confidence.

● Live

Conferral Stack Analyzer

Statewide + local + judge conferral duties, merged into one obligation list.

Layers Fla. R. Civ. P. 1.202 with circuit, division, and judge-specific conferral rules (incl. dual-certificate regimes like Div. CV-E) and outputs exactly which certificates a filing needs.

Runs on: meet-confer category rules across all scopes; judge exhibits/templates where published.

Delivers: A merged conferral checklist with required certificate exhibits.

● Live

Deadline Matrix Builder

Every trigger→due chain that controls this courtroom.

Assembles judge-linked and scope-inherited deadline rules (proposed-order clocks, MSJ windows, CMC tracks) into one computable matrix under Rule 2.514 counting.

Runs on: deadline_rules joined to the judge's applicable rule set.

Delivers: The report's Deadline Table with citations and day-type.

● Live

AI-Filing Policy Detector

Knows which judges require AI-use certificates — before sanctions teach you.

Detects explicit judicial AI-use policies (e.g., mandatory AI certificates with sanction exposure) and states the default posture where none is published.

Runs on: judge-preference rules + procedure documents scanned for AI/GenAI directives.

Delivers: A flagged AI-compliance card with the judge's template exhibit when published.

● Live

Ex Parte & Motion-Calendar Decoder

The judge's hearing-access code: windows, limits, formats.

Extracts ex parte windows, time caps, uncontested-only limits, and hybrid/Zoom appearance protocols from the judge's published procedures.

Runs on: motion-calendar and remote-hearing rules + divisional instructions.

Delivers: Hearing-access card (when/how you actually get heard).

● Live

Proposed-Order Protocol Extractor

Format, clock, and channel for orders this judge will sign.

Extracts order format (Word/DOCX/DJMCA), circulation and submission clocks, caption requirements, and routing channel per judge/division.

Runs on: proposed-orders and efiling rules across scopes.

Delivers: Order-submission protocol card with deadlines wired to the matrix.

● Live

Ruling Corpus Scanner

Every authored opinion we can verify — linked, dated, honest about coverage.

Maintains the judge's verified authored-opinion corpus with explicit coverage-window disclosure, plus a live case-law scan for real-time checks.

Runs on: judge_rulings (CourtListener-verified) + live CL connector; CL person-ID where mapped.

Delivers: Rulings timeline + corpus stats + live scan.

◐ Review-gated

Outcome-Pattern Synthesizer

How this judge tends to rule — with N, method, and sources, or it doesn't publish.

Clusters the rulings corpus and attorney ground-truth reports by topic to draft tendency insights; every insight carries methodology, support count, and clickable sources, and publishes only after human review.

Runs on: judge_rulings + verified ruling_reports; review pipeline.

Delivers: Published Insights block (review-gated).

● Live

Division Peer Delta

What this judge requires that division peers don't.

Diffs the judge's requirements against same-division/county peers to surface the traps unique to this courtroom.

Runs on: Procedural fingerprints of peer judges in the same division/county.

Delivers: "Unique to this judge" delta list.

● Live

Reassignment & Vacancy Radar

Benches move — this watches.

Tracks assignment history, vacancies (recorded from official sources), and daily source-hash changes on the judge's directory pages; alerts followers on movement.

Runs on: judge_assignments history + change_events from the daily monitor.

Delivers: Freshness banner + change history in the report.

● Live

Source Freshness Auditor

Every claim timestamped; the report grades its own integrity.

Audits each report section's sources for health and last-verified recency and computes a report-level integrity readout — the anti-black-box.

Runs on: sources health + last_checked_at + per-rule last_verified_at.

Delivers: Source Appendix with health badges and verification dates.

● Live

Chambers Access Card

The human layer: JA, courtroom, contact protocol.

Compiles the judicial assistant (name/phone/email where published), courtroom, chambers-communication rules, and scheduling channels.

Runs on: judicial_assistants + assignments + chambers-communication rules.

Delivers: Chambers card on profile and report.

● Live

Appellate Exposure Mapper

Know the court above the court.

Maps which DCA reviews this judge (verified jurisdiction lines), that DCA's current bench, and any of the judge's own appellate artifacts in corpus.

Runs on: Verified DCA jurisdiction (e.g., 4th DCA over the 15th/17th/19th) + appellate benches + rulings corpus.

Delivers: Appellate-context card.

● Live

Attorney Ground-Truth Intake

The 97% capture channel — structured, verified, credited.

Accepts structured attorney reports of unwritten rulings (motion, outcome, date, case no.), verifies through the review queue, and feeds the pattern synthesizer — the dataset competitors call proprietary, built in the open.

Runs on: ruling_reports submissions + reviewer verification.

Delivers: Verified ground-truth entries in the rulings corpus.

● Live

Local-Rule Conflict Sentinel

Where judge practice is stricter than the statewide rule — flagged.

Detects divergences between statewide rules and judge/division requirements (shorter clocks, extra certificates) and flags each as a compliance trap.

Runs on: Cross-scope rule comparison on the judge's fingerprint.

Delivers: "Stricter than statewide" warnings inline.

Why this beats inference-only analytics

The corpus is verifiable. Every judge, requirement, deadline, and ruling links to an official source with a last-verified date — click any claim in any report.

The 97% is captured in the open. Structured attorney ruling-reports are verified through a public review queue, not a proprietary black box you can't audit.

Synthesis is review-gated. Tendency insights publish only with methodology, support count, and sources attached — and a human sign-off. No hallucinated judicial psychology, ever.