AI data extraction & web agents
We build AI data extraction systems for US companies: agents that pull structured data from websites, documents, and messy unstructured sources, and keep it clean at scale. The reliable pipeline behind 'just get me this data, accurately, every day.'
No sales script. You talk to the engineers who'd build it.
Our team works a shifted day so you get real-time standups and same-day turnarounds across US time zones, not next-morning replies.
Every line of code, model weight, and prompt is yours from day one. NDAs and clean IP assignment are standard, not an upsell.
You work directly with the engineers building your system. No account managers sitting between you and the people writing code.
We move from scoping to a working system in production in weeks. Most engagements ship something usable inside the first month.
What we build
Concrete systems we ship, tuned to your data and your stack.
Web extraction
Agents that navigate sites and pull structured data even when layouts change.
Unstructured to structured
Turn free text, emails, and documents into clean, queryable records.
Validation built in
Schema checks and confidence scoring so bad data gets caught, not stored.
Scheduled & monitored
Pipelines that run on a schedule and alert you when a source breaks.
How we work
Scope & evals
We pin down what success means and build the evaluation set before writing the feature, so quality is measured, not guessed.
Build in the open
Weekly demos against real data. You see progress every week and can change direction before it gets expensive.
Ship & instrument
We deploy with logging, cost tracking, and guardrails in place, then tune against production traffic.
Hand off or stay
Take the keys with full docs, or keep us on for iteration. Either way you're never locked in.
Questions, answered
How is this different from a normal scraper?
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Classic scrapers break the moment a page changes. AI agents adapt to layout changes and understand context, so the pipeline keeps working instead of silently returning garbage.
Can it handle sites that need login or interaction?
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Yes, where you're authorized to access them. Agents can navigate authenticated flows and multi-step interactions on your behalf.
How do you keep the data clean?
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Every record is validated against a schema and scored for confidence. Low-confidence rows get flagged rather than quietly polluting your dataset.
Is web extraction legal?
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We extract only from sources you're permitted to access and respect terms and rate limits. We'll flag anything that looks legally risky rather than just doing it.
Let's scope your build.
Tell us what you're trying to ship. We'll tell you honestly whether AI is the right tool and what it would take.
Start the conversation