Validation
3 Years in Live Litigation
Litigation teams drown in documents. We built the fix.
Every large litigation begins the same way: a team inherits a document production nobody can hold in one person's head. Mockingbird gives that record structure — facts sourced, assertions traceable, contradictions mapped. We built it over three years in live, high-stakes litigation. Now we are raising a seed round to bring it to other teams.
Proof Stack
Quality
<0.01% Hallucination Rate
Founder Capital
$5M Self-Funded
Prior Exit
DOJ Acquired Founder-Built Bayesian Technology
We Built This. We Operate It. We Lead the Raise.
We built Mockingbird over three years in active, high-stakes litigation across multiple forums. We lead the financing directly — no intermediaries.
Before Mockingbird, we built a Bayesian probability-network technology the U.S. Department of Justice acquired under a worldwide, unlimited license. Our CEO served as a federal subject matter expert for over a decade.
Why This Team Wins
We pair Bayesian modeling expertise with hands-on litigation operations and built the stack under real deadline pressure — not on conference-demo timelines.
Every output traces to the record. Every workflow protects privilege. We have a track record of turning specialized technology into products that institutions buy. The DOJ license is proof. Mockingbird is next.
Why Now
Discovery volumes grow every year. The largest matters now involve millions of documents across multiple forums. Manual review cannot keep pace — not with consistency, not with analytical depth.
Courts are tightening the rules. Recent rulings on AI and privilege raise the bar for how firms deploy these tools. Products that cannot prove source attribution and privilege protection face real courtroom risk.
The market is early. Most competitors are still prototyping. We ship. Three years of live litigation use is a moat most teams cannot replicate on a venture timeline.
Product And Delivery
Mockingbird gives attorneys structure over the full record — the kind that takes weeks to build by hand, if anyone builds it at all.
The platform extracts structured elements from documents, transcripts, and filings — a hundred thousand pages become a queryable evidence set. Every finding links to its source. The model compounds — every document sharpens it. Attorneys approve the strategy. The platform runs against it continuously, generating sourced drafts without waiting for a prompt. Within weeks it holds the case better than any single attorney. Team members rotate off. The platform never does. And it follows the team into the courtroom. The infrastructure that prepared the case overnight operates in real time.
Commercial Direction
We built a method that works for our own litigation. Now we are turning it into a product other teams can adopt. First customers: teams handling complex matters with immediate analytical bottlenecks.
We need to ship capability that holds up under cross-examination. Other teams need to look good on a slide deck because they will not be tested. We are raising a seed round to scale in a controlled, deliberate way.
Current Deployment Posture
The platform runs in production — active litigation, under real deadline pressure.
We deploy in stages. Each new deployment passes reliability and security checks before the footprint grows. We earn each new deployment by succeeding at the current one.
Next Steps
We are raising an institutional seed round. Investors evaluating us receive:
- Security architecture and deployment controls walkthrough.
- Technical overview for investors of interest — request access via our contact form.
- Live product demo: ingestion to source-attributed output.
- 12-month roadmap, use-of-funds, and commercialization discussion.
- Expanded leadership profile and execution record on our About page.
Email us directly: investors@mockingbirdus.com. We respond within one business day.