Data Extraction Pipelines
Turn messy sources into clean, structured data.
Most useful data is locked inside PDFs, web pages, emails and APIs in formats nothing downstream can read. We build pipelines that pull from any source, use LLMs to understand and structure the content, and deliver clean, validated data exactly where you need it — on a schedule or on demand.
What you get
Everything bundled into this service.
Any source in
PDFs, websites, APIs, spreadsheets and documents — all normalised into one flow.
LLM-powered parsing
Claude and custom logic read unstructured content the way a person would.
Structured output
Typed, schema-validated JSON or rows your systems can use immediately.
Reliable delivery
Scheduled or event-driven runs with retries, logging and alerting built in.
From kickoff to launch
Map the sources
We catalogue every input and define the exact output schema you need.
Build the extractors
Combine LLM parsing with deterministic checks for accuracy you can trust.
Validate & structure
Enforce schemas, dedupe and flag low-confidence rows for review.
Automate & monitor
Ship on a schedule with dashboards, retries and failure alerts.
Frequently asked
PDFs, scanned documents, websites, internal APIs, emails and spreadsheets — if a human can read it, we can usually structure it.
We pair the model with schema validation and confidence checks, and route uncertain rows to a human so bad data never flows downstream.
Yes — pipelines run on a cron or on triggers, with retries, logging and alerts so you know the moment something needs attention.
Ready to build it?
Let's talk through your data extraction pipelines project and map a plan that fits your budget and timeline.
Start your project