USE CASES

Where domain AI fails.

We've mapped the failure categories that matter in legal, finance, and accounting — so you know what to fix before your customers find out.

Legal AI

Jurisdiction-dependent failures that change enforceability.

CRITICALCross-reference traversal

Agent treats one clause as the sole provision, missing triggering clauses in related sections.

HIGHJurisdiction sensitivity

Delaware vs NY governing law changes enforceability of non-compete, indemnity, or limitation clauses.

HIGHTemporal reasoning

Sunset clauses, cure periods, and retroactive triggers missed or miscalculated.

REVIEWPlaybook deviation

Agent approves terms outside firm negotiation guidelines without flagging.

CRITICALCitation fabrication

Agent cites non-existent case law or misattributes holdings.

Contract reviewDue diligenceClause interpretationPlaybook enforcement
Assess a legal workflow

Finance AI

Regulatory gaps that change credit decisions.

CRITICALSupervisory threshold miss

Agent checks internal policy but misses interagency regulatory thresholds (OCC, Fed).

HIGHCovenant analysis gap

Financial covenants evaluated in isolation without testing cross-default or springing triggers.

HIGHComps methodology error

Comparable selection ignores sector-specific adjustments or survivorship bias.

REVIEWDisclosure completeness

Material risk factors omitted from memo that regulatory guidance requires.

Credit reviewCovenant analysisDeal memo supportComps research
Assess a finance workflow

Accounting AI

Classification errors that change financial statements.

CRITICALPerformance obligation separation

Bundled arrangements classified as single obligation when ASC 606 requires separation.

HIGHLease classification

Operating vs finance lease determination fails under modified retrospective approach.

HIGHRevenue timing

Point-in-time vs over-time recognition applied incorrectly for distinct deliverables.

REVIEWException handling

Non-standard transactions routed to standard logic without human escalation.

Close workflowsReconciliationException handlingClassification logic
Assess an accounting workflow

See your failure surface.

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