What we've built

Real architecture decisions. Real trade-offs. Real outcomes.

Build Featured

Invoice Processing Pipeline

Financial Services Firm · Financial Services

Manual review of ~2,000 invoices/month consumed 3 FTEs dedicated to data entry and validation. Error rates were 8-12% on key fields, causing downstream reconciliation issues.

85% Automation Rate

45 sec Review Time

3x Volume Capacity

85% of invoices now process without human touch. Review time per invoice dropped from ~8 min to ~45 sec for flagged items. Team handles 3x the volume with the same headcount.

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E-commerce AI Capability Building

Online Retailer · E-commerce

4-person engineering team with strong backend skills but no ML experience wanted to add semantic search and product recommendations without becoming dependent on external consultants.

5 AI Features Shipped

+18% Search Conversion

6 months Time to Independence

Team shipped 3 AI features in 6 months and has independently built 2 more since our engagement ended. They no longer need external AI help for product-level features.

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