YUNAKI / law-firm automation
§ case files · proof

Data-backed scenarios. Zero invented clients.

Five documented failure patterns. What goes wrong, what it costs, and the check that prevents it.

Yunaki is pre-launch. No client testimonials, and we won't invent them. Every number below is from published sources: USCIS, SSA.gov, US courts, AIC, AILA, DHS, KFF.
CF-01

The $8,000 letter

Practice
Immigration
Failure mode
Evidence gaps → RFE
Deterministic?
Yes · checkable pre-filing

The situation

  • A package goes out. Months later an RFE lands: something was missing or inconsistent.
  • I-130 denials jumped 28.4% → 41.6% in one year. More scrutiny, more RFEs.

The cost

  • 10 to 15 attorney hours: $3,000 to $8,000 per response
  • 2 to 6 months of added delay
  • 87-day deadline. Miss it: automatic denial, no refund

The Yunaki fix

The package is scored against known RFE patterns before filing. Deficiencies get fixed while they cost minutes, not thousands. When an RFE still arrives, firm memory surfaces your most similar successful response. Real work product, not a hallucination.

sources: AILA Marketplace Study 2022 · USCIS FY2024-25 processing data · AIC Dashboard
CF-02

"123 Main St" ≠ "123 Main Street"

Practice
Immigration
Failure mode
Cross-form inconsistency
Deterministic?
Yes · pure field comparison

The situation

  • Five forms filed together must match perfectly: I-130, I-485, I-864, I-765, I-131.
  • Agencies now cross-check filings against each other under expanded data-sharing.

The cost

  • Cross-form inconsistency is a top RFE trigger
  • #1 I-485 mistake: a blank field. USCIS requires "N/A"
  • 45,762 EADs undeliverable in FY2023 from data-entry errors

The Yunaki fix

One master record per client. Every field is populated from it and cross-checked before filing. Mismatches get flagged, not filed. Blank fields are structurally impossible.

sources: USCIS filing guidance · DHS CIS Ombudsman Report 2024 · USCIS/DHS data-sharing policy 2025
CF-03

The 64% wall

Practice
SSDI / SSI Disability
Failure mode
Preventable initial denials
Deterministic?
Yes · dates, math, completeness

The situation

  • ~2M disability claims a year. 64% denied at the initial level.
  • 65% of those denials are preventable: date math, income limits, missing forms.
  • Next real chance is a hearing, 1 to 2 years away.

The cost

  • $1,500+/month in lost benefits per denied claimant
  • 6 to 8 months for an initial decision
  • With a representative: 3x approval, 316 fewer days

The Yunaki fix

Disability Pre-Flight runs the math before submission: SGA limits, onset vs. DLI, form completeness, cross-form consistency, state DDS rules. Output: an approval-probability score and a fix list.

sources: SSA.gov FY2025 statistics · SSA press release July 2025 · NBER/GAO representation studies
CF-04

Dismissed on arithmetic

Practice
Bankruptcy
Failure mode
Means-test & schedule mismatch
Deterministic?
Yes · pure math

The situation

  • 574,314 filings in 2025, up 11.5% year over year.
  • 48% of Chapter 13 cases are dismissed. Thrown out, no debt relief.

The cost

  • Means-test miscalculation on Form 122A/B/C
  • Schedule I income that contradicts Schedule J expenses
  • Credit-report debts missing from the schedules

The Yunaki fix

The means test is computed, not transcribed. Schedules are reconciled against one master record and the credit report. The petition gets a dismissal-risk score before it's filed.

sources: US federal courts filing statistics 2025 · Chapter 13 dismissal analyses
CF-05

The 40% intake

Practice
Workers Comp / Injury
Failure mode
Cross-document mismatch
Deterministic?
Yes · reconciliation checks

The situation

  • 3 to 4 million claims a year. 40% of initial submissions contain errors.
  • 67% of denied claims are eventually paid. The denial was mostly delay.

The cost

  • Months of delay on claims that were valid
  • Injury descriptions that contradict bills and codes
  • No dedicated validation tool exists in the vertical

The Yunaki fix

WC Pre-Flight reconciles the claim the way an adjuster will: injury = bills = codes, wages = employer report, state deadlines applied deterministically. Firm memory learns each carrier's patterns.

sources: IBISWorld 2025 · Kognitos claims-error analysis · industry conversion statistics

A note for injury & MVA firms

The demand letter stays with your attorneys. It's judgment work. Everything around it is ours: intake extraction, medical chronologies with verified dates and amounts, deadline tracking, and demand-package assembly with every fact checked.

Running an injury practice? Talk to us. Early conversations shape what we build.

§ pilots

Have a filing that went sideways?

Send one anonymized package that drew an RFE, denial, or dismissal. We'll show you what pre-flight would have caught.