Clean, classify, extract — at scale
Document understanding, data extraction, and ETL pipelines that use ML to handle the messy 80% — so your team handles only what's interesting.
Real-world data is messy. Your pipelines shouldn't be.
Every data project hits the same wall: 80% of the work is wrangling inconsistent formats, handwritten fields, duplicate records, and unstructured text. Most teams throw hours at it. The smart ones throw ML at it.
We build intelligent data processing pipelines that classify documents, extract fields, reconcile entities, and clean records — with confidence scoring and a clean exception path for what the models aren't sure about.
What you get when we ship.
Document classification
Auto-classify incoming documents — invoices, contracts, forms, IDs — into the right workflow.
Field extraction (IDP)
Extract structured data from PDFs, scans, and forms — with schema-aware post-processing.
Entity resolution
Match, merge, and deduplicate customer and product records across systems — with confidence scoring.
ETL & data pipelines
Modern data pipelines with observability and lineage — from source to warehouse to BI.
Data enrichment
Augment your records with third-party data, AI-derived attributes, and standardized formats.
Human-in-the-loop
Where confidence is low, we route to humans with a tight review UI — not an endless spreadsheet.
Industries we've delivered this for.
Every capability above translates across verticals — here's how we apply it in the industries we know best.
Statement & tax doc processing
Extract, validate, and categorize financial documents at scale — for prep, audit, or analytics.
Contract intelligence
Extract clauses, risks, and obligations from agreements — searchable, diffable, and reportable.
Product catalog enrichment
Standardize titles, descriptions, attributes, and images across hundreds of thousands of SKUs.
Intake & records
Digitize intake forms and paper records with HIPAA-aware extraction and review workflows.
A focused, four-step engagement.
Discovery
We map your workflows, data, and constraints to find the highest-leverage AI opportunities.
Design & proposal
NDA if needed. You get a scoped roadmap with timelines, costs, and measurable success metrics.
Build & iterate
Senior engineers ship a working system in weeks. Short feedback loops, shared Slack channel, weekly demos.
Launch & scale
We deploy, monitor, and hand off with full documentation — or stay on as your AI team on retainer.
Related AI services.
Ready to ship intelligent data processing?
Book a 30-minute call and we'll walk you through how we'd approach your specific problem — with a rough scope, timeline, and cost estimate.