Overview
Data work is where most automation projects actually succeed or fail. We collect it, clean it, structure it and keep it accurate — at the volume and quality AI systems and sales teams need.
23 services
What we offer in Data
AI Data Collection
Sourcing and assembling training datasets to a defined specification, with provenance tracked and licensing documented.
Learn more →Data Preprocessing
Cleaning, normalising, deduplicating and structuring raw data so it is genuinely fit to train on.
Learn more →Data Annotation
Text, image, audio and video annotation against your guidelines, with multi-pass QA and measured agreement.
Learn more →LLM Fine-Tuning Data
Instruction, preference and evaluation datasets built and reviewed by humans for fine-tuning and alignment work.
Learn more →AI Model Validation
Human evaluation of model outputs against defined rubrics, producing scored, reviewable and reproducible results.
Learn more →Environmental Metrics Research
Emissions, energy and resource-use data gathered from disclosures and standardised across entities for comparison.
Learn more →Social Data Research
Workforce, community and supply-chain indicators researched from disclosed sources and structured for ESG scoring.
Learn more →Governance Data Research
Board composition, ownership, remuneration and policy data collected from filings and structured for analysis.
Learn more →ESG Exposure Research
Entity-level ESG exposure mapped against your framework, with revenue-share thresholds and evidence for every flag.
Learn more →Sustainability Research
Reporting-grade sustainability research compiled with full source citation, ready for disclosure and assurance.
Learn more →Data Cleansing
Deduplication, validation, standardisation and enrichment so your CRM and marketing data can be trusted again.
Learn more →B2B List Building
Targeted prospect lists built to your ideal customer profile, researched by people and verified before handover.
Learn more →LinkedIn Lead Generation
Researched, qualified prospect data sourced from LinkedIn and structured for outreach and CRM import.
Learn more →B2B Data Enrichment
Firmographic, technographic and contact enrichment appended to your existing records, with source and confidence noted.
Learn more →Data Collection
Structured data collection from public and supplied sources, delivered to an agreed schema with quality checks.
Learn more →Web Data Scraping
Reliable extraction pipelines with monitoring, retries and change detection — built to keep running, not just to run once.
Learn more →Data Entry
High-volume data entry with accuracy checking and double-key verification where the cost of an error justifies it.
Learn more →Invoice Processing
Invoice capture, data extraction, PO matching and posting into your finance system, with exceptions routed to a human.
Learn more →Web & Market Research
Desk research compiled into decision-ready datasets, with every figure sourced and dated.
Learn more →eBook Development
Production-ready EPUB and Kindle files built from manuscripts or print files, validated against store requirements.
Learn more →Typesetting & Cover Design
Interior layout and cover design prepared to print and platform specifications, print-ready on delivery.
Learn more →Interactive Assessments
Question banks and interactive assessment content built to specification for education and training platforms.
Learn more →XML Conversion
Legacy and print content converted to structured, DTD-validated XML for publishing and archival systems.
Learn more →