YUNAKI / law-firm automation
DWG.001 · LAW-FIRM AUTOMATION · DETERMINISTIC | PILOTS OPEN

Automation that never guesses your cases.

Yunaki automates intake, forms, and filings for law firms. Facts, fees, and deadlines come from a deterministic engine. Language models draft. They never decide.

§01 · the problem

Legal paperwork fails at industrial scale.

  • The same client data is retyped into 5 to 15 forms. No tool checks that it matches.
  • When an attorney leaves, the knowledge of what worked leaves too.
  • Most errors are deterministic: wrong edition, bad math, mismatched dates.
64%
SSDI claims denied at initial level (FY 2025)
48%
Chapter 13 filings dismissed outright
$3-8K
attorney cost of one immigration RFE

sources: SSA.gov FY2025 · US courts 2025 · AILA / USCIS. most of it is preventable.

§02 · how it works

Upload the documents. The engine does the rest.

Watch it run: a passport goes in, validated forms come out.

Fig. 1 · The Yunaki loop. Deterministic extraction, one master record, every field cross-checked before filing. Each outcome feeds back into firm memory.
ON EVERY CASE

Memory recalls what worked. Forms are populated and cross-checked before filing.

ON EVERY OUTCOME

Approvals reinforce patterns. RFEs update checklists. Denials flag failure modes.

§03 · practice areas

One engine. Every paperwork-heavy practice.

Same failure pattern everywhere: high-volume forms, deterministic rules, brutal penalties for small errors.

Immigration

Pilots open

I-130 denials jumped 28.4% → 41.6% in FY 2025.

  • Full concurrent packages: I-130 · I-485 · I-864 · I-765 · I-131
  • Cross-form consistency against one master record
  • Pre-flight RFE risk score + RFE response memory

SSDI / SSI Disability

In development

64% of ~2M annual claims are denied initially. 65% preventable.

  • SGA income math, onset-date vs. DLI validation
  • Form completeness: SSA-3368 · 3369 · 827 · 3373
  • Approval probability score + deficiency list

Bankruptcy

Roadmap

48% of Chapter 13 cases get dismissed. Often on pure arithmetic.

  • Means test (Form 122A/B/C) as pure math
  • Schedule I = Schedule J = means test consistency
  • Credit report vs. listed debts completeness

Workers Compensation

Roadmap

40% of initial claim submissions contain errors. No dedicated tool exists.

  • Injury description = medical bills = CPT codes
  • Wage records vs. employer report reconciliation
  • State fee schedules + timely-filing deadlines

Personal Injury / MVA

Roadmap

The facts inside every demand package, handled deterministically.

  • Intake extraction from crash reports + medical records
  • Chronologies with verified dates and bills
  • Deadline tracking + demand-package assembly

Healthcare Claims

Roadmap

$262B in claims denied annually. 85% preventable.

  • Claim pre-flight for CMS-1500 / UB-04
  • Diagnosis = operative report = medical record
  • Payer-rule and timely-filing validation
one engine: deterministic validation + firm memory. a new practice area is a playbook away, not a new product.
§04 · proof

Case files, not testimonials.

No invented clients. Every number is public and sourced.

§05 · pilots

We're onboarding five pilot firms.

Immigration first. Full package validation, free during the pilot. The memory the system builds stays yours.