Your Customers Judge Your Product on Accuracy, Not Your API Costs
Direct LLM integration looks like the low-cost path — until you account for the OCR, splitting, validation, regression testing, and audit trail your team has to build around it.
Challenges You Face
The "Direct LLM" Trap
A few API calls become a permanent 2–4 person document AI team — OCR, layout analysis, splitting, validation, edge case handling, and regression testing. All diverted from your core product.
Model Churn Breaks Your Product
LLM APIs change behavior between versions. Extraction that worked last quarter silently degrades. Without an evaluation framework, your customers find the bugs first.
Extraction Errors Are Product Bugs
A wrong field from a raw LLM call flows directly into your customer's data. It's not an AI experiment — it's your product's reputation.
Enterprise Compliance Gap
Banking, insurance, and healthcare customers require audit trails, explainability, and data residency. Raw LLM calls offer none of this.
How We Solve It
- ✓ Validated output, not raw JSON — business-rule auto-validation with automatic retry catches errors before they reach your customers
- ✓ Regression-proof model switching — built-in evaluation tools let you move to better or cheaper models with confidence
- ✓ Enterprise-grade out of the box — audit trail, explainability, on-prem deployment, data residency
- ✓ Keep your engineers on your product — embed a production-ready engine instead of building a document AI team
- ✓ Integration-friendly REST API — SDK wrappers and agentic-friendly endpoints that AI agents and orchestration frameworks can call directly
- ✓ Embeddable review interface — your end-users review and correct documents without leaving your application
- ✓ Feedback API for automatic improvement — corrections submitted via API drive few-shot learning per tenant, no retraining needed
- ✓ Automatic tenant onboarding — provision new customers programmatically via API as part of your own signup flow
- ✓ White-label deployment — your brand, your UX, our engine
- ✓ OEM licensing with volume discounts