Your team shouldn't be doing this manually.

We Automate the Manual Work. You Focus on the Clients.

We extract real-time pricing, product, and market data from any website — legally, accurately, and on your schedule.

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10+ Years Python Experience

20-40 Hours Saved Per Month

100% UK-Based, GDPR Compliant

Trusted by businesses across the UK

GDPR Compliant

Our Services

We automate the manual data and research work that costs UK legal and consultancy firms hours every week. Built in Python, delivered as working systems.

Document & Data Extraction

We use AI to pull structured data from PDFs, contracts, emails, and reports — automatically, at scale. No more manual copy-paste from documents.

Contract and legal document extraction
Invoice and financial document processing
Regulatory filing and compliance document parsing
Email and attachment data extraction
Bulk PDF processing pipelines
GDPR-compliant handling throughout

Research Automation

We build automated systems that monitor competitors, track regulatory changes, and summarise market intelligence — delivered to your inbox or dashboard daily.

Competitor and market monitoring
Regulatory and legislative change tracking
News and press monitoring with AI summaries
Automated research reports
Custom alert systems

Data Pipeline Build-Outs

We connect your systems and automate your reporting — eliminating the spreadsheet-based workflows that eat up hours every week.

ETL pipelines connecting existing systems
Automated reporting and dashboards
CRM and database integrations
Scheduled data feeds and exports
Data quality and validation pipelines

Custom AI Agents

Bespoke Python AI agents that handle multi-step research and data tasks autonomously — built around your specific workflows, not generic tools.

Due diligence research agents
Document review and summarisation agents
Data collection and enrichment agents
Workflow automation with human-in-the-loop oversight
Integration with your existing tools and systems

Built for Legal & Consultancy Teams

We work exclusively with law firms and management consultancies across the UK. Every project is GDPR-compliant and built around your specific workflow.

Pragma - Manchester financial services client

Common Use Cases

⚖️ Legal Due Diligence

Automate the extraction and summarisation of data from contracts, filings, and company documents during due diligence.

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📊 Consultancy Research

Replace manual research hours with automated monitoring of markets, competitors, and regulatory changes.

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📋 Document Review

AI-powered extraction and summarisation of contracts, NDAs, and legal documents — replacing the first pass of manual review.

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📈 Client Reporting

Automated data pipelines that compile client reports from multiple sources — delivered on schedule, ready to review.

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How We Work

A typical automation project from first call to live system.

Free Discovery Call Call

We look at one specific manual workflow your team does — document extraction, research, reporting — and show you how it could be automated.

Scoping & Proposal

We define exactly what the automation will do, agree the success criteria, and provide a fixed-price quote with a clear timeline.

Build & Test

We build the Python automation, test it against your real documents and data, and iterate until it works exactly as agreed.

Handover & Training

We deploy the system into your workflow, document how it works, and make sure your team is comfortable using it.

Ongoing Support

We're available to maintain and extend the automation as your needs evolve — with optional monthly retainers for monitoring and updates.

Why Work With Us

We're a specialist Python and AI automation consultancy — not a generic agency. You deal directly with the person who builds your solution.

Direct Access to the Developer

No account managers or outsourced teams. You work directly with Peter, the Python developer who builds and maintains your automation.

Fast Turnaround

Most automation projects are scoped, built, and delivered within 2–4 weeks. No lengthy onboarding or project management overhead.

GDPR Compliant by Default

Every automation is built with UK data protection law in mind from the start. We provide full documentation for your compliance records.

Fixed-Price Projects

We quote a fixed price up front — no hourly billing surprises. You know exactly what you're getting and what it costs before we start.

10+ Years Python Experience

We've been building data automation systems in Python for over a decade — across legal, consultancy, financial services, and more.

UK-Based, UK-Focused

We're based in Norfolk, serving clients across the UK. No offshore teams, no timezone confusion — just straightforward, professional service.

What Our Clients Say

What legal and consultancy clients say about working with us.

★ ★ ★ ★ ★

"Peter built us an automated document extraction system that handles our due diligence packs. What used to take a paralegal two days now runs overnight. Genuinely transformative for our M&A practice."

James Mitchell

Partner, Corporate Law Firm

★ ★ ★ ★ ★

"We brought Peter in to automate our weekly market monitoring reports. He delivered a working system in three weeks at a fixed price. Our analysts now spend their time on analysis, not data gathering."

Sarah Chen

Head of Research, Management Consultancy

★ ★ ★ ★ ★

"We needed a research agent to monitor industry developments and case law across multiple practice areas and brief our partners weekly. Peter built exactly that — it saves our research team around 30 hours a month."

Michael Thompson

Research Director, Law Firm

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Frequently Asked Questions

Quick answers to common questions about our web scraping and data services

Projects are quoted at a fixed price based on scope. Simple document extraction pipelines typically start from £1,500. More complex multi-step AI agents or data pipeline build-outs run £3,000–£10,000. Ongoing retainers for monitoring and maintenance start from £500/month. Book a free demo and we'll scope it with you.

We use a combination of OCR, large language models (LLMs), and custom Python code to read documents — PDFs, Word files, emails — and extract the specific data fields you need into a structured format. The system is trained on your actual documents, so it understands your specific terminology and layout. Output goes to CSV, your database, or directly into your existing systems.

Most projects are delivered within 2–4 weeks from sign-off. We start with a scoping call, agree the specification, build and test, then hand over a working system. Simple document extraction pipelines can be ready in a week. More complex multi-source AI agents typically take 3–4 weeks.

No. We build automations that your team operates without any technical knowledge — typically triggered by dropping files in a folder, sending an email, or clicking a button. We handle all the Python code and infrastructure. You just see the results in the format you asked for.

We take data security seriously. All documents are processed with encryption in transit and at rest. We operate under NDA as standard, and all processing is GDPR-compliant. For sensitive legal and financial documents, we can also build automations that run entirely within your own infrastructure — no data leaves your systems.

You own the code and can run it yourself. We provide full documentation and a handover session. Most clients also take an optional monthly retainer (from £500/month) for us to monitor the automation, handle maintenance, and add new features as their needs grow.

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