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Training data · AI automation · Tallinn, EU

Niche business data for training the next generation of AI models.

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.

2013
Working with business data since 2013.
Thirteen years inside finance, lending, e-commerce and B2B services. We know what real operational data looks like.
EU
Sourced and licensed in the EU.
Every dataset comes with a documented origin, a licensing agreement and GDPR-compliant anonymization.
Niche
Not scraped. Not synthetic.
Long-tail business domains and workflows that are missing from public corpora and cannot be generated.

Why labs come to us
for data.

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.

Real operational data

Support conversations, quotes, calculations, reports and statistics generated by actual business processes — with the messiness, edge cases and domain logic that make models useful.

Provenance & consent

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.

Structured & labeled

Consistent schemas, metadata and labels. Delivered as JSONL, CSV or Parquet — ready for fine-tuning, RAG evaluation, agent benchmarks or classifier training.

Multilingual by default

English, Estonian, Russian, Latvian, Lithuanian and Finnish — low-resource European languages where high-quality domain data is hardest to find.

Continuous supply

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.

Custom collection

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.

Data catalog

Current dataset families. Every family ships with a data card, schema, sample and licensing terms. Volumes and splits are specified per request.

Text Conversational

Customer support tickets

Multi-turn support conversations with resolution outcomes, categories and agent actions. Finance, e-commerce, SaaS and telecom domains.

  • Use casesAssistant fine-tuning, intent & routing, resolution QA
  • LanguagesEN, ET, RU, LV, LT, FI
  • FormatJSONL with thread structure
Structured Reasoning

Pricing & cost calculations

Quotes, estimates, loan and cost calculations with inputs, intermediate steps and final outputs — paired with the business rules behind them.

  • Use casesNumerical reasoning, tool use, spreadsheet agents
  • LanguagesEN, ET, RU
  • FormatJSONL / CSV with step traces
Tabular Time series

Business & operational statistics

Sales, traffic, conversion, inventory and performance statistics from real companies, with the reports and commentary written on top of them.

  • Use casesAnalytics agents, table QA, report generation
  • LanguagesEN, ET, RU
  • FormatParquet / CSV + paired text
Documents Finance

Financial documents & workflows

Invoices, statements, applications and the workflows around them — how documents move through approval, verification and decision steps.

  • Use casesDocument understanding, extraction, process agents
  • LanguagesEN, ET, RU, LV
  • FormatPDF / image + JSON annotations
Text B2B

Sales & CRM interactions

Email threads, call notes, deal stages and outcomes from B2B sales processes. Labeled with stage transitions and results.

  • Use casesSales assistants, summarization, outcome prediction
  • LanguagesEN, ET, RU
  • FormatJSONL with thread structure
On request

Custom collection

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 →

From business process to training set.

A transparent pipeline you can audit at every step.

01

Scoping

We start from your task: the model, the capability gap, the target distribution. Together we define domain, volume, languages, labels and acceptance criteria.

02

Sourcing & licensing

Data comes from our network of partner companies under written agreements that explicitly permit AI training use. No scraping, no grey-zone sources.

03

Anonymization & QA

Personal and confidential data is removed or pseudonymized with automated detection and manual review. Duplicates, noise and broken records are filtered out.

04

Structuring & labeling

Raw exports become consistent schemas with metadata, splits and labels. Domain experts annotate where the task requires it.

05

Sample & evaluation

You receive a representative sample and a data card before committing. Run it through your own evaluation and tell us what to adjust.

06

Delivery & ongoing supply

Secure delivery via S3, GCS or SFTP, with versioning. Recurring drops available for datasets that grow over time.

Experience

Built on more than a decade of working with business data.

13
years inside finance, lending, e-commerce and B2B data — first as a performance and optimization partner, now as a data provider and AI developer.

Sectors we source data from

Finance Lending E-commerce SaaS Telecom Logistics

Request a data sample

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 sample

Get in touch

Whether you are a research lab looking for niche training data or a company that wants to automate a process with AI — write to us.

Head office
Suur Patarei 2, Tallinn, Estonia