Document Processing
Test document classification and routing before production. Find the model that handles your document mix accurately—not just the demo examples.
It worked on test documents. What about the messy real ones?
Document classification demos look great on clean examples. But your real documents have inconsistent formats, OCR errors, missing fields, and edge cases. Without testing on actual production data, you're shipping blind.
01
Enterprise requirements slow everything
Customers require Azure for compliance, but Azure models lag months behind. You're stuck choosing between features and enterprise readiness.
02
Misclassification has real costs
Documents routed to the wrong department mean delays, rework, and frustrated customers. But you can't measure misclassification rate without testing at scale.
03
Format variety breaks models
Documents arrive as PDFs, images, emails, scans. Different formats, different quality. One model doesn't fit all.
How Lovelaice solves this
Test classification on your actual document mix. See accuracy by category, identify failure patterns, iterate without engineering.
Bring documents from each category
Upload examples of every document type you need to classify. Include the edge cases—the ones that confuse your team too.
Test classification accuracy
Run experiments across models. See accuracy per category—maybe invoices work great but contracts need improvement.
Identify and fix failure patterns
See which documents fail, why they fail, and iterate on prompts or rules to improve accuracy.
Deploy with confidence thresholds
Set confidence thresholds for auto-routing vs human review. Know exactly what accuracy rate you're shipping.
Where teams use this
Enterprise document management
Route documents to the right department automatically. Handle millions of documents per customer.
Insurance claims
Classify incoming claims, route to appropriate handlers, flag priority cases.
Shared services
Central document processing for multiple departments. Consistent classification across the organization.
Customer correspondence
Sort incoming emails and documents. Route to support, sales, billing automatically.
What teams discover
Testing document classification reveals model performance on real-world complexity.
Explore other use cases
Discover more ways Lovelaice can help your team.
Ship document processing that actually works
Test on your real documents before production. Know your accuracy rate, not just your demo success rate.