Empirical Deliberation Science for Litigation · High-Stakes Litigation

Fifty mock juries before your opponent seats one.

Run 50 diverse, venue-matched jury panels overnight at a fraction of traditional cost.

Twelve independent simulated jurors per panel hear your exact evidence, opening statements, and pattern jury instructions — then deliberate under a foreperson and execute your court’s special verdict form.

Stress-test witness credibility, uncover hidden jury room dynamic shifts, and calibrate damages asks across hundreds of independent jurors before you ever set foot in the courtroom.

50+
Independent Panels
<24h
Overnight Turnaround
600+
Deliberating Jurors
1/10th
Cost of In-Person Mock

Empirical deliberation distributions. Never a single anecdotal focus group.

Every model configuration is benchmarked, verified, and SCREENED against judicial pattern instructions and real-world juror trait distributions.

Request a Matter Pilot → Compare with In-Person Focus Groups Sign in to Counsel

The Paradigm Shift

Why bet an eight-figure verdict on 12 people in a hotel room?

Traditional in-person mock trials cost $100,000 to $200,000 and take 8 weeks of recruiting and logistics. You end up watching one or two panels on a Saturday — where a single loud, idiosyncratic juror can dominate the room and distort your trial strategy.

Mock Trial replaces anecdotal focus groups with computational statistical power. By simulating 50 statistically independent panels simultaneously across frontier model architectures, you capture the true probability distribution of liability findings, damages ranges, and defense arguments.

Two panels seeing identical facts can reach opposite verdicts. In a hotel room, that ruins the weekend. In Mock Trial, that is actionable intelligence.

Dimension Traditional Mock Trial The Mock Trial Engine
Statistical Sample 1–2 panels (12–24 jurors) 50+ panels (600+ jurors)
Turnaround Time 6 to 8 weeks lead time Overnight (< 24 hours)
Matter Investment $80,000 – $200,000+ per run Fraction of traditional cost
Theme A/B Testing Impractical (jurors cannot un-hear facts) Run 5 themes simultaneously
Dominant Juror Risk High (one rogue voice skews whole room) Normalized over 50 forepersons
Forensic Record Observer notes & partial audio Cryptographic transcript of every vote

The Instrument

The panel executes the form. The software does not summarize it away.

A verdict form is where high-stakes litigation is won or lost. The simulated deliberation room completes the exact form your trial judge will give the jury — substantive liability questions in their statutory sequence, comparative fault apportionments, non-party liability, and itemized damages categories.

A judicial clerk agent validates the execution the way a real clerk would: checking for unanswered questions, logical inconsistencies across sequential findings, and comparative fault columns that fail to sum to 100%.

When a panel misinterprets an instruction or deadlocks on Question 3, that is your primary discovery. A test form nobody can fail produces no competitive insight. Discovering that risk before trial allows you to re-draft your proposed jury instructions and clarify your closing slides.

Verdict form · special verdict facsimile
Case __________________ Venue __________________ Panel ____ of 50
Question 1

Was the defendant negligent?

YesNo

If you answered “No”, stop here. The foreperson signs the form.

Question 2

Was the defendant’s negligence a substantial factor in causing harm to the plaintiff?

YesNo

If you answered “No”, stop here. The foreperson signs the form.

Question 3

What are the plaintiff’s damages?

  • Past economic loss$ _________
  • Future economic loss$ _________
  • Past non-economic loss$ _________
  • Future non-economic loss$ _________
  • Total$ _________
Question 4

Was the plaintiff negligent, and was that negligence a substantial factor in causing harm?

YesNo
Question 5

If you answered “Yes” to Question 4, what percentage of responsibility do you assign to each?

  • Defendant______ %
  • Plaintiff______ %
  • Non-party______ %
  • Total______ %

The percentages must total 100%.

Signed ____________________ Foreperson Date __________

Facsimile of a court-admissible special verdict form. The engine models the exact sequence of questions and statutory standards applicable to your jurisdiction.

The Strategy Lab

Human jurors cannot un-hear your case. These panels can.

The greatest limitation of physical mock trials is that a recruited panel can only experience one version of your case. You cannot test whether leading with liability or damages works better, because once jurors hear the damages anchor, their liability perception is permanently anchored.

In Mock Trial, you can branch your case across parallel run sets. Test 25 panels on Theme A and 25 panels on Theme B. Quantify the exact impact of excluding a disputed expert witness, adjusting your damages ask from $40M to $15M, or altering the sequence of cross-examination.

Run set A · 25 Panels

Theme as Pleaded

  • Opening Strategy Standard chronological narrative
  • Damages Ask $50,000,000 anchor
  • Key Witness Expert testimony Day 1
  • Venire Cook County, IL demographic profile
  • Outcome Spread Bimodal liability distribution
Run set B · 25 Panels

Theme Revised

  • Opening Strategy Reordered: Fiduciary breach first
  • Damages Ask $28,000,000 itemized anchor
  • Key Witness Fact witness preceded expert
  • Venire Cook County, IL demographic profile
  • Outcome Spread +34% plaintiff liability consensus

Isolated variable testing: Change one strategic element between sets and immediately observe the statistical effect on verdict frequency and damages awards.

Autonomous Deliberation

Twelve autonomous cognitive agents in a room. Not a single prompt roleplaying twelve voices.

Each juror is an independent agent with its own persistent memory, personality traits drawn from venue census data, and private cognitive journal. A juror receives only what was presented in open court and what other jurors state aloud during deliberation.

Panels are diversified across independent frontier model families (Anthropic, Google, Meta). This structural multi-model diversity ensures that no single AI provider’s latent reasoning bias acts as a hidden thirteenth juror.

  1. Build and ingest the matter file

    Claims, defenses, statutory elements, evidentiary exhibits, witness depositions, and the judge’s pattern instructions. Video, audio, transcripts, and documentary evidence are ingested into the case vault.

  2. Assemble the venue venire and seat 50 panels

    Venires are populated using demographic and psychographic distributions specific to your federal district or county court. Automated voir dire and peremptory strikes seat 50 distinct 12-person panels.

  3. Freeze and cryptographically hash the presentation

    Before any juror hears a word, the presentation passes an automated double-blind audit and adversarial parity check. The presentation is hashed and permanently locked.

  4. Autonomous multi-agent deliberation

    Jurors elect a foreperson, take initial straw polls, debate specific witness credibility points, request readbacks of trial exhibits, and negotiate damages numbers to unanimous or majority verdicts.

  5. Forensic post-verdict juror debriefs

    Every juror is debriefed individually in character: What arguments swayed them? Which exhibits were deemed decisive? Where did the defense lose credibility? Which side did they believe commissioned the mock trial?

  6. Comprehensive strategy intelligence export

    Full outcome distributions, damages intervals, theme resonance metrics, complete unedited deliberation transcripts, and exportable executive partner memos (.docx) and presentation slide decks (.pptx).

Trial Team Deliverables

Three executive artefacts ready for clients, partners, and court.

Verifiable · Cryptographic

The Sealed Report

The forensic evidentiary record of the entire trial run. Every persona, prompt, model version, exhibit text, and seed is pinned. Deliberations can be replayed byte-for-byte. Includes an independent SHA-256 integrity proof verifiable offline by trial teams, general counsel, or mediators.

Editable .docx · Work Product

The Partner Memo

A structured, litigation-ready briefing memo for your trial team and corporate clients: key findings, liability probability curves, damages distribution tables, vulnerable witness testimony excerpts, and tactical trial recommendations.

Branded .pptx · Client Presentation

The Client Deck

A polished, board-ready slide deck formatted to your firm’s visual identity. Communicates trial risk, settlement ranges, and jury sentiment directly to general counsel, claims committees, or insurance carriers.

Evidentiary Standards

Engineered for court credibility, not conversational novelty.

Trial attorneys cannot rely on superficial chatbot simulations. Mock Trial enforces rigorous procedural protocols derived from leading litigation science and legal standards.

Double-blind trial neutrality
Automated parity audits ensure the presentation does not telegraph which litigant commissioned the mock trial. In debriefs, balanced panels divide evenly when asked which party arranged the simulation.
Adversarial parity & ethical walls
Opposing counsel arguments are constructed with full adversarial vigor. Colleagues assigned to argue the opposing case operate under cryptographic ethical walls, ensuring your strategic playbooks remain protected.
Statutory order of trial
Openings precede evidence; witness testimony precedes cross; closings precede jury charge; deliberations precede verdict. Out-of-order presentations are blocked by system gates.
Verbatim record retrieval
Juror memory is constrained to the verified trial record. Jurors cannot invent unadmitted evidence, and readback requests return verbatim record testimony rather than synthetic summaries.
Multi-panel distribution curves
Results are reported as empirical probability distributions across 50 panels with published confidence intervals — never as a single anecdotal outcome.

Privilege & Security

Built to AmLaw 100 enterprise standards.

Attorney-client privilege and work-product protection are foundational. Mock Trial isolates every matter with banking-grade security and zero third-party data retention.

Zero model training or retention
All model interactions run under enterprise non-retention agreements. Your pleadings, transcripts, witness statements, and trial strategies are never stored by model providers or used for training.
Firm Single Sign-On (SSO)
Direct integration with your firm’s identity provider (Microsoft Entra ID or Google Workspace). Role-based access control enforces case-level permissioning.
Matter-level ethical walls
Access is strictly partitioned per matter. Unassigned partners and employees have zero visibility into active case records or simulation results.
Certified matter destruction
Upon matter close or destruction request, all simulation data, transcripts, and temporary embeddings are permanently expunged, generating a verifiable digital destruction certificate.
Private cloud & on-premise VPC
Available for deployment inside your firm’s dedicated Google Cloud or AWS tenant for sensitive sovereign, governmental, or cross-border matters.

Engage & Evaluate

Structured evaluation paths for litigation practices.

We partner with litigation departments, trial boutiques, and corporate general counsel through clear, zero-risk evaluation tiers:

Tier 1 · 0 Risk

Fictional Matter Demo

Experience the full multi-agent deliberation engine on a complex, unconflicted hypothetical case tailored to your practice area (Patent, Catastrophic Injury, Commercial Fraud, or Employment).

  • Interactive walk-through with trial lead
  • Live review of juror deliberation transcripts
  • Sample partner memo & PPT deck export
  • Zero client confidentiality exposure
Schedule Demo →
Tier 3 · Firm Wide

Enterprise Firm Deployment

Seamlessly equip your entire litigation group with on-demand mock trial capabilities integrated directly into your firm’s SSO and matter intake infrastructure.

  • Unlimited concurrent matter capacity
  • Firm-wide Entra ID / Google Workspace SSO
  • Custom local venue venire calibration profiles
  • Dedicated private VPC deployment options
Contact Practice Team →

Direct Trial Practice Inquiries

Pilots and confidential demonstrations are scheduled directly with senior trial partners and litigation technology directors. Custom matter configurations are typically provisioned within 24 business hours.