Turn High-Volume Litigation Into a
Deterministic Software Factory.
Custom-engineered software pipelines, deterministic statutory calculation engines, and autonomous court e-filing architectures built exclusively for high-volume litigation boutiques, community association practices, and creditor-rights trial teams.
Why Generic AI Fails High-Stakes Trial Practices
Generalist chatbots and shallow OpenAI wrappers guess the next likely token. In courtroom litigation, a probabilistic guess is a malpractice liability. Koce engineers deterministic, rule-grounded software systems.
Evidentiary Grounding & Record Line Provenance
Hallucinates non-existent deposition testimony, fabricates case law citations (Mata v. Avianca), and fails to reference precise page-and-line coordinates in multi-thousand-page court records.
Sentence-level, line-and-page transcript and discovery record grounding. Every extracted fact, date, and admission is cryptographically tied to raw source PDF/A documents with SHA-256 hash provenance.
Statutory Accounting & Payment Waterfalls
Uses next-token floating point arithmetic approximation resulting in math hallucination, misallocated ledger payments, compounding errors, and statutory violations under Texas Property Code § 209.0063.
Deterministic SymPy 1.13 Abstract Syntax Tree execution enforcing strict statutory priority waterfall tiers (§ 209.0063) and Tex. Fin. Code § 304.003 variable interest math with zero arithmetic defects.
Procedural Rules & Local Court Strictness
Generates generalized prose with zero awareness of jurisdictional prerequisite statutes or strict procedural pleading requirements, causing instant e-filing rejections or summary dismissals.
Hardcoded statutory rules engines strictly enforcing Texas Rules of Civil Procedure (TRCP 185 Sworn Accounts, Rule 736 Foreclosures) and federal statutory safe harbors (CFPB Reg F, 12 CFR § 1006.34).
Live Verification & External Statutory Gating
Static closed-context window with zero real-time awareness of active military duty service, bankruptcy automatic stays, or postal certified mail return receipt statutory cure deadlines.
Automated live API verification gates querying the Department of Defense (DMDC SCRA 50 U.S.C. § 3931), PACER national bankruptcy database (11 U.S.C. § 362), and USPS ERR tracking webhooks (§ 209.0064).
Court & Recording Dispatch Automation
Outputs raw markdown or unformatted plain text requiring hours of manual re-typing, margin adjustment, exhibit indexing, and manual upload by senior paralegals.
Automated batch packaging and direct API dispatch for Tyler Technologies eFileTexas (254 Texas counties) and Simplifile e-recording with compliant 3.0" PDF/A margins and XML metadata envelopes.
Client Confidentiality & Work-Product Privilege
Multi-tenant public cloud services that log prompts, retain data for model training, and risk waiving attorney-client privilege and work-product protection under ABA Formal Opinion 512.
Private VPC deployments, Bring Your Own Key (BYOK) AES-256 tenant encryption, ephemeral in-memory compute pipelines, and strict Zero Data Retention (ZDR) guarantees aligning with ABA Formal Opinion 512 & Texas Ethics Opinion 705.
Bespoke Engines Engineered for Specialized Litigation
Explore custom-built automation pipelines deployed for specialized high-volume practice areas.
End-to-End HOA Assessment Delinquency & Foreclosure Pipeline
Comprehensive legal engineering architecture converting raw property management ledgers into statutorily compliant 6-tier waterfall allocations, certified mail cure tracking, and court-ready TRCP 736 foreclosure packages.
ERP Ledger Ingestion & Normalization
Ingests delinquency ledgers from Caliber, TOPS, AppFolio, CINC Systems, and VMS. Automatically normalizes heterogeneous CSV, XLSX, and PDF statements into unified relational transaction line items (Assessments, Late Fees, Interest, Legal Chargebacks, Fines, Payments).
Tex. Prop. Code § 209.0063 6-Tier Priority Waterfall
Deterministically allocates owner payments in strict statutory priority order, eliminating illegal fee allocations:
Enforces Tex. Prop. Code § 209.0062 payment plan protection (prohibiting legal fees during compliant installment plans).
USPS Electronic Return Receipt (ERR) 45-Day Cure Webhooks
Direct API integration with USPS Web Tools / ERR tracking. Automatically logs certified mail dispatch and delivery confirmation dates, enforcing the mandatory 45-day statutory notice and opportunity to cure period under Tex. Prop. Code § 209.0064 before attorney fees can be assessed.
Simplifile Direct E-Recording Packaging
Generates verified Notice of Assessment Liens, Payment Plan Agreements, and Release of Liens with county-compliant 3.0" top header margins, 1.0" side margins, mandatory notary acknowledgment blocks, and county clerk return indices for automated batch dispatch via Simplifile.
TRCP Rule 736 Expedited Judicial Foreclosure Compiler
Compiles complete expedited judicial foreclosure application packages under Texas Rule of Civil Procedure 736. Assembles the verified application, client affidavit of authority, promissory note/declaration exhibits, certified mail proof collations, SCRA non-military affidavits, and proposed order.
CFPB Reg F Itemization, TRCP 185 Sworn Accounts & E-Filing Batching
High-throughput creditor litigation engine integrating CFPB debt validation tables, TRCP 185 sworn account petitions, live DMDC military & PACER bankruptcy verification gates, and Tyler Technologies eFileTexas batch dispatch.
CFPB Regulation F (12 CFR § 1006.34) Validation Notice Itemization
Formats statutory Debt Validation Notices with deterministic 5-point itemization tables for complete FDCPA (15 U.S.C. § 1692g) safe harbor compliance:
TRCP Rule 185 Suit on Sworn Account Generator
Compiles petitions for Suit on Sworn Account under Texas Rule of Civil Procedure 185. Generates verified account statements, supporting business records affidavits under TRE 902(10), and mandatory Rule 185 statutory notice shifting the burden of proof to the defendant (requiring verified denial under oath).
Live DMDC Military (SCRA) & PACER Bankruptcy Gates
Pre-filing API gates automatically query the Defense Manpower Data Center (DMDC) for active military duty under the Servicemembers Civil Relief Act (50 U.S.C. § 3931) and compile signed Military Status Affidavits. Live queries to the PACER National Bankruptcy Index verify that the debtor is not protected by an active automatic stay under 11 U.S.C. § 362.
Tex. Fin. Code § 304.003 Variable Statutory Interest Engine
Calculates post-judgment and prejudgment interest in strict compliance with the Texas Office of Consumer Credit Commissioner (OCCC) and Tex. Fin. Code § 304.003. Dynamically indexes to the Federal Reserve prime rate (5.00% floor, 15.00% ceiling) with exact actual/365 and actual/360 day-count conventions.
Tyler Technologies eFileTexas Batch Packaging
Formats civil original petitions, citations, service return packets, and motions for default judgment into compliant PDF/A envelopes. Automatically attaches court filing codes, filing fee allocations, and document security classifications for automated batch submission across Texas ECF portals.
The 4-Stage Legal Engineering Framework
We do not sell open-ended consulting hours. We execute structured, fixed-fee engineering milestones with verifiable deliverables at every stage.
Workflow Diagnostic & Architectural Blueprint
Forensic analysis of your firm's current case ingestion, document generation, and court filing workflows. We map data structures, ERP integrations, and statutory compliance bottlenecks.
- Forensic workflow & bottleneck audit
- ERP & court filing data mapping
- Technical Architecture Blueprint document
- Complete API schemas & ROI projection
30-Day Working Proof-of-Concept Pilot
Working sandbox deployment processing real anonymized or live sample matters. We validate statutory waterfalls, interest calculations, or pleading compilers against historical case outcomes.
- Working sandbox pipeline instance
- Primary ledger integration validation
- Deterministic statutory calculation testing
- Executive accuracy & benchmark report
Full Custom Application & API Pipeline Buildout
Production deployment of custom web applications, automated microservices, and database connectors. Direct bi-directional integration with practice management (Clio, MyCase, Filevine) and court gateways (eFileTexas, Simplifile).
- Production custom application deployment
- Practice management bi-directional sync
- Court & recording API integrations
- RBAC, BYOK encryption & staff onboarding
Fractional Legal Engineering Retainer
Continuous maintenance for legislative statutory changes (Texas legislative sessions, CFPB rule revisions), 24/7 API uptime monitoring, priority filing crunch SLA, and ongoing feature extensions.
- Legislative statutory rule updates
- 24/7 API uptime & schema monitoring
- Priority SLA for high-volume court crunches
- Ongoing custom feature development
Built for the Strict Demands of Legal Privilege
Every pipeline is engineered from first principles to preserve attorney-client privilege, client confidentiality, and judicial admissibility.
Zero Data Retention (ZDR) Execution
Matter documents, debtor PII, and financial records are processed through ephemeral in-memory compute streams. Files are wiped from execution memory immediately upon task completion.
Private VPC & BYOK Tenant Isolation
Dedicated Virtual Private Cloud (VPC) instances with Bring Your Own Key (BYOK) AES-256 encryption at rest and TLS 1.3 in transit.
ABA Formal Opinion 512 & Texas Ethics Opinion 705 Compliance
Architected to satisfy ethical duties of technological competence (ABA Model Rule 1.1), client confidentiality (Rule 1.6), and supervision of automated tools (Rules 5.1 & 5.3).
Initialize Architectural Consultation
Submit your firm's caseload volume and target practice vertical for a direct engineering assessment with our founding engineering team.
