Any Source. Any Target. Alpica Builds the Bridge.
Alpica Data Clean is an AI-powered transformation engine that takes your data — in whatever messy format it exists today — and converts it into clean, validated, standardised output that matches exactly the schema you need. No manual field mapping. No brittle ETL scripts. Just define the target, point it at your source, and let the AI build the bridge.
Your data is everywhere. Your target format is exact. The gap between them is expensive.
The challenge
Enterprise data lives in ERPs, supplier spreadsheets, legacy databases, CSV exports, and JSON feeds — each with its own naming conventions, units, formats, and quirks. Whenever a new regulation, standard, integration partner, or internal system demands data in a specific structure, someone has to manually figure out how every source field maps to every target field, write transformation logic, handle edge cases, and validate the output.
The solution
That manual work is slow, error-prone, and has to be repeated every time the source or target changes. Alpica Data Clean replaces it with an AI pipeline that understands both sides and builds the transformation automatically.
Why enterprises choose Alpica Data Clean
Semantic Mapping, Not Templates
Forget rigid field-matching templates that break when column names change. Our AI reads field names, descriptions, and actual values to build intelligent mappings — even across systems that use completely different conventions for the same data.
Human-in-the-Loop at Every Step
Every AI-generated artifact goes through a review → approve → deploy lifecycle. Confidence scores tell you where the AI is certain and where it needs your judgment. Full audit trails with cryptographic hashing document every decision.
On-Premise, Your Data Stays Yours
Deployed on-premise within your infrastructure. No data leaves your systems. Model-agnostic architecture lets you plug in the LLMs that meet your compliance and performance requirements.
One platform. Many transformation problems solved.
Digital Product Passports (EU DPP)
Transform product data into regulation-compliant Digital Product Passports — now a dedicated Alpica product, built on Data Clean.
Data Migration & System Integration
Moving data between systems with incompatible schemas — ERP consolidation, CRM migration, partner data onboarding. Define the target format, upload the source, and let the AI generate the mapping instead of writing custom ETL code.
Regulatory & Standards Compliance
When industry standards or regulations define a strict data format (product safety declarations, material safety data sheets, supply chain reporting), use Alpica Data Clean to transform your internal data into the exact required structure with built-in validation.
Supplier Data Harmonisation
Dozens of suppliers sending product data in dozens of different formats? Define one canonical schema, then create a mapping for each supplier format. The AI handles the variation; you get consistent, validated output.
Data Quality & Enrichment
Run your existing datasets through the Fix stage to detect and repair missing values using machine learning. Use the validation engine to score completeness, accuracy, and consistency — then export clean, enriched data back to your systems.
AI that doesn't just transform — it repairs
Predict & repair missing data
Real-world data has gaps. Fields are missing, values are malformed, units are inconsistent. Alpica Data Clean doesn't just flag these problems — it fixes them. The Fix stage uses TabPFN machine learning to analyse patterns across your entire dataset and predict the most likely values for missing fields. Every prediction carries a confidence score and is clearly marked in the audit trail so you always know which values are measured and which are inferred.
Enrich with domain-specific logic
Beyond repair, the Impute stage runs specialised calculations tailored to your domain — derived fields, scoring, and regulatory metrics — appending the results directly to your output records. Enrichment modules are configurable for your industry's requirements.
Swiss-engineered. Audit-trailed. On-premise.
Every action in Alpica Data Clean is recorded: who did what, when, and why. Cryptographic hashes before and after every change let you prove data integrity at any point in the pipeline. The review-approve-deploy lifecycle ensures no AI output reaches production without human verification. And because the platform deploys entirely on-premise, your data governance policies are never compromised.
Your source. Your target. A free PoC on real data.
Send us a sample of your messy data and the schema you need. Our engineering team will build a working transformation pipeline on your own data — no obligation, no sales funnel, just proof that it works.
Stop mapping data manually
See how Alpica Data Clean transforms your own data. Our engineering team delivers a free proof of concept tailored to your source formats and target schemas.
Talk to real engineers
Every message is answered by someone who builds the product — not a sales funnel.
Fast, honest replies
Expect a thoughtful response within one business day, with clear next steps.
Built around your context
We adapt scope, security, and delivery to fit your team and your data.
Tell us about your project
We'll get back within one business day.