Data extraction, metadata and AI solutions
Turn raw data into decisions you can trust.
FirstDataPrinciple extracts, structures and enriches domain data, then builds AI-powered solutions on top of it, so your teams move faster with accurate, decision-ready insight.
Raw source
...Acme Corp reported FY revenue of approx. 4.2bn, up on prior yr...
Supplier list v3 (scanned PDF, p.14): Northwind Ltd, sole source
headcount 1,2xx (see footnote 7)...
Structured, decision-ready
Fragmented data slows every decision.
The information your teams need is buried in filings, PDFs, supplier records and web sources. Collecting it by hand is slow, inconsistent and hard to trust.
FirstDataPrinciple replaces manual collection with accurate, structured datapoints, so you spend time on analysis instead of assembly.
What we do
Three layers that take you from source to decision.
Data extraction
We pull accurate datapoints from complex, unstructured and fragmented sources, shaped around your business requirements.
Discuss your requirementMetadata and enrichment
We add context, structure and classification to raw data, so it is searchable, comparable and ready to use. Raw and enriched data are delivered together.
See what we can enrichAI solutions
We build custom AI, large language model and agent-based solutions on your domain data to automate workflows and surface insight.
Explore AI solutionsHow it works
From your requirement to usable data in four steps.
Define the requirement
You tell us which decisions you need to make and which datapoints support them.
Extract and validate
We collect datapoints from the right sources and check them for accuracy.
Enrich with metadata
We classify and structure the data so it is consistent and comparable.
Deliver and automate
Data arrives in your workflow, with AI and agents layered on where they add value.
Use cases
Built for the decisions that matter.
Benchmark performance
Measure financial health, growth and market position against competitors and peers.
Valuation and M&A
Support valuation, deal screening and capital-raising with consistent, well-sourced datapoints.
Manage risk
Spot single-source supplier dependencies and shifts in input costs before they hit.
Workforce insight
Track hiring trends and organizational scale, and understand integration risk in restructuring.
Market intelligence
Keep a current view of your market with datapoints refreshed to your requirements.
Streamline workflows
Replace manual data gathering with automated pipelines your team can rely on.
AI-ready by design
Your data, ready for LLMs and agents.
Clean, enriched data is what makes AI useful. We build customized AI and large language model solutions on your domain data, so answers are grounded in your sources rather than guesswork.
Talk to Our TeamCustom LLM solutions
Search, summarize and answer questions over your own domain data.
Agents for workflows
Automate repeatable research and data tasks end to end.
Structured for analytics
Datasets formatted for dashboards, models and downstream systems.
Why FirstDataPrinciple
Accuracy first, shaped around your business.
Accuracy-first extraction
Datapoints built around your specific requirements, not generic scraping.
Domain-specific data models
Structure that reflects how your industry actually thinks about its data.
Custom, not off-the-shelf
AI and LLM solutions designed for your workflows and data.
Raw and enriched, together
Receive the source data and the metadata that makes it usable.
Frequently asked questions
What kinds of data can you extract?
[PLACEHOLDER: list the source types and domains you cover, e.g. filings, documents, web sources, supplier records.]
How do you make sure the data is accurate?
[PLACEHOLDER: describe your validation process and any accuracy targets you commit to.]
Can you customize the output to our requirements?
Yes. Extraction and enrichment are shaped around the datapoints and formats your business needs.
What AI solutions do you build?
Custom AI, LLM and agent-based solutions built on your domain data, such as search, summarization and workflow automation.
How do we get started?
Book a demo and tell us what decisions you need to make. We will scope the data behind them and propose next steps.
Ready to put your data to work?
Tell us what decisions you need to make, and we will show you how to get the data behind them.
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