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Real operational data that models never see on the open web: customer support tickets, pricing and cost calculations, business statistics, financial workflows. Sourced from European companies, cleaned, structured and licensed for model training and evaluation.
Frontier models have exhausted the public web. The next gains come from proprietary, domain-specific data — the kind that lives inside businesses, not on websites.
Support conversations, quotes, calculations, reports and statistics generated by actual business processes — with the messiness, edge cases and domain logic that make models useful.
Each record is traceable to a signed data agreement. Personal data is removed or pseudonymized before delivery. Documentation is ready for your legal and compliance review.
Consistent schemas, metadata and labels. Delivered as JSONL, CSV or Parquet — ready for fine-tuning, RAG evaluation, agent benchmarks or classifier training.
English, Estonian, Russian, Latvian, Lithuanian and Finnish — low-resource European languages where high-quality domain data is hardest to find.
Not a one-off dump. Our partner companies generate new data every day, so we can deliver recurring drops with fresh distributions and time-stamped splits.
Need a domain we do not cover yet? We source, license and structure new datasets on request — from scoping to first delivery in weeks, not quarters.
Current dataset families. Every family ships with a data card, schema, sample and licensing terms. Volumes and splits are specified per request.
Multi-turn support conversations with resolution outcomes, categories and agent actions. Finance, e-commerce, SaaS and telecom domains.
Quotes, estimates, loan and cost calculations with inputs, intermediate steps and final outputs — paired with the business rules behind them.
Sales, traffic, conversion, inventory and performance statistics from real companies, with the reports and commentary written on top of them.
Invoices, statements, applications and the workflows around them — how documents move through approval, verification and decision steps.
Email threads, call notes, deal stages and outcomes from B2B sales processes. Labeled with stage transitions and results.
Tell us the domain, the task and the target distribution. We scope, source and license a dataset built for it — exclusive or non-exclusive.
Scope a custom dataset →A transparent pipeline you can audit at every step.
We start from your task: the model, the capability gap, the target distribution. Together we define domain, volume, languages, labels and acceptance criteria.
Data comes from our network of partner companies under written agreements that explicitly permit AI training use. No scraping, no grey-zone sources.
Personal and confidential data is removed or pseudonymized with automated detection and manual review. Duplicates, noise and broken records are filtered out.
Raw exports become consistent schemas with metadata, splits and labels. Domain experts annotate where the task requires it.
You receive a representative sample and a data card before committing. Run it through your own evaluation and tell us what to adjust.
Secure delivery via S3, GCS or SFTP, with versioning. Recurring drops available for datasets that grow over time.
The same team that structures data for AI labs builds AI systems for businesses. We design, develop and integrate solutions that remove manual work from real processes — and measure the result.
AI agents for support triage, document processing, data entry, reporting and other repetitive workflows — integrated with your existing systems.
Hours of manual work removed every weekDomain-specific assistants for customers and teams, fine-tuned or grounded on your own data, with evaluation and guardrails built in.
Faster answers, fewer escalationsWe turn scattered exports, CRMs and spreadsheets into clean, queryable data — the foundation every AI project needs and most companies lack.
One source of truthWe map your processes, find where AI creates measurable value, and deliver a roadmap with priorities, costs and expected return.
Roadmap in two weeksBuilt on more than a decade of working with business data.
Sectors we source data from
Tell us the model and the task. We will send a representative sample, a data card and licensing terms — so your team can evaluate before any commitment.
Request a sampleWhether you are a research lab looking for niche training data or a company that wants to automate a process with AI — write to us.