Core business
Software infrastructure
Firms license OBE for intake, evidence processing, canonical facts, case management, rules-based screening, attorney work product, and governed agent workflows.
The investment case
The operating system for reliable legal throughput.
OBE turns unstructured claimant files into cited, attorney-reviewable case intelligence. The initial wedge is high-volume consumer arbitration, where repeatable evidence patterns meet the requirement for individually supported claims.
Initial wedge
High-volume consumer arbitration.
OBE begins with solar, home-improvement, and consumer-finance disputes. The first job is concrete: turn each claimant’s unstructured record into a cited, lawyer-reviewable case package.
01Recurring documents, fact patterns, respondents, and legal theories
02Individually supported cases despite cohort-level similarities
03Pressure to evaluate volume without linear headcount growth
04A high requirement for evidence provenance and attorney review
WedgeConsumer arbitrationInitial
01Solar disputesActive
02Home improvementExpand
03Consumer financeExpand
Throughput
One case typeMeasure the path to attorney review
- Incoming recordMixed claimant files
- Evidence preparationCitations, gaps, firm rules
- Review queueAttorney-reviewable package
- Cycle time
- Intake → review
- Staff effort
- Hours per case
- Completeness
- Gaps before review
Business model
Software first. Services support adoption. Network expansion comes later.
Optional layer
Implementation support
Configuration helps firms map case types, documents, rules, and review workflows without changing software-first economics.
Long-term
Claims-network infrastructure
Standardized, traceable case packages can support vetted distribution and campaign operations subject to legal, ethical, and data-governance requirements.
Why now
Model capability is rising. Trust infrastructure is still missing.
Capability
Models changed the feasible frontier.
Classification, extraction, and drafting improved. The barrier is whether legal teams can verify, govern, and operationalize the result.
Pressure
Firms cannot scale review costs linearly.
Plaintiff firms must process larger claimant populations without equivalent growth in intake, review, and preparation headcount.
Defensibility
The moat is the integrated legal-data substrate, not access to a model.
OBE compounds through versioned product infrastructure and validated workflow knowledge, subject to contractual rights, confidentiality, tenant isolation, and customer-controlled data policies.
01
Versioned extraction schemas for recurring legal documents
A connected layer in the evidence and operations substrate.
02
Page-level evidence provenance and citation geometry
A connected layer in the evidence and operations substrate.
03
Canonical case facts with correction and review history
A connected layer in the evidence and operations substrate.
04
Case-type and jurisdiction-specific rule packs
A connected layer in the evidence and operations substrate.
05
Reviewer workflows, evidence gaps, and operational outcomes
A connected layer in the evidence and operations substrate.
06
Governed agent tools with permissions and audit trails
A connected layer in the evidence and operations substrate.
Architecture
Firm controlledOne substrate from evidence to workflow
- 04Firm workflowsReview, phases, approvals
- 03Governed agentsScoped tools and audit trail
- 02Canonical case stateFacts, rules, activity
- 01Source evidenceOriginals, sidecars, citations
Expansion
Consumer arbitration is the wedge, not the ceiling.
The same architecture applies wherever legal work involves large claimant populations, recurring documents, repeated factual patterns, and evidence-backed human review.
The expansion unit is a case-type pack: document schemas, fact definitions, approved issue rules, workflow templates, and evaluation criteria. The underlying platform remains the same.
OBE investment materials
Scale cases without scaling chaos.
Request the investor brief, product architecture overview, and current company materials.