Industries · Banking & insurance
Own the models that run your middle office.
Data residency and audit requirements meet massive, repetitive agent workloads, the exact combination frontier APIs serve worst. Convert one high-volume workflow to an owned model and the economics, latency, and audit story all improve at once.
The value
What the numbers look like.
10–50×
Lower unit cost than frontier APIs on KYC and claims volume
99.5%
Schema-valid structured outputs, backed by SLA
70%+
Straight-through processing on claims triage pilot scope
<6 mo
Typical payback on the first converted workflow
Representative targets from pilot scoping. Every evaluation sandbox defines success criteria against your own baseline before anything is deployed.
Where we start
The workflows we convert first.
The wedge is always one high-volume workflow, converted to an owned model with success criteria agreed up front.
KYC document processing
Structured extraction from identity documents, registries, and disclosures with 99.5% schema-valid outputs, inside your residency boundary.
Claims triage
First-pass classification, severity scoring, and routing of claims with confidence thresholds that decide what flows straight through and what reaches an adjuster.
Fraud alert enrichment
Turning raw alerts into structured, evidence-linked case summaries, so investigators start from context, not from scratch.
Regulatory reporting
Extracting and normalizing the data behind recurring filings from contracts, statements, and correspondence, with lineage for every field.
What you get
Beyond the pilot.
An audit trail regulators accept
Every model version carries signed lineage and evaluation evidence. "Which model made this decision, trained on what" gets a documented answer.
Residency by architecture
Models run on-prem or in your VPC. Customer data never crosses a border because it never leaves your infrastructure.
Economics that scale with volume
Owned models get cheaper per call as volume grows, the opposite of API pricing. Your busiest workflows become your best business case.
Evaluation sandbox
Start with KYC or claims. Measure everything.
The sandbox converts one document-heavy workflow and benchmarks cost, validity, and latency against your current stack.