7-day private evaluation
Paid proof on your machine — not a free trial. Fee quoted after qualification, anchored to your team’s merge/clean labor.
How pricing works →Data Forge
Offline deterministic merge and cleaning for messy spreadsheet workflows.
A local, auditable utility for teams that need repeatable spreadsheet merge, cleanup, reconciliation, and review without uploading sensitive files to the cloud.
Platform overview
Repeatable data workflows, local-first operation, and one deterministic architecture across Data Forge, Cybersecurity Fortress, GraniteForge, and modular SDKs.
The week before the model starts
Most analytical work does not begin with modeling. It begins with messy files, vendor mismatches, broken headers, duplicate rows, missing cells, and fragile notebook glue. Data Forge is built for that recurring preparation layer: the workflow teams repeat every month but rarely trust completely.
What it does
Ranked merge
Primary files win. Backup sources fill gaps. Disagreements are logged instead of silently overwritten.
Shape-aware cleaning
Supports panel data, time series, and wide record tables so country-year, entity-time, job, company, SKU, and vendor tables are not forced into the wrong structure.
Local execution
Runs on the user's machine. No cloud upload required.
Audit artifacts
Every run produces a cleaned CSV, cleaning report, and manifest.
Deterministic repeatability
Identical inputs and settings produce identical output hashes.
Private evaluation
Controlled paid evaluations for qualified teams. No source access.
Built for
Financial data operations
Recurring vendor and internal file stacks.
Vendor reconciliation
Ranked sources with a conflict log.
Healthcare analytics exports
Panel and record shapes without cloud upload.
Energy and regulatory reporting
Multi-file merges with audit trail.
Country-by-year panels
Entity-time keys preserved.
Job, company, SKU, record tables
Wide tables keep text columns.
Monthly spreadsheet workflows
Same recipe, same hash next month.
Air-gapped review
Desktop workflow for sensitive environments.
One architecture — not one product
Data Forge is in private evaluation today. It shares the same deterministic platform as Cybersecurity Fortress, GraniteForge, simulation, and modular SDKs — licensed surfaces you can adopt one at a time or together.
License pricing → · Full platform catalog → · Overview video →
Overview deck — Balantium Deterministic Platform
Full platform narrative (14 slides). Architecture, workflow, security posture, evidence scope, and FAQ.
Click any slide to fullscreen · Arrow keys to navigate
Private 7-Day Evaluation
Run Data Forge on your machine with your files (or anonymized stand-ins). You keep every artifact. One week to prove whether a license is worth it — not a free download, not a sales demo you watch us perform.
Enterprise license
Production deploy after evaluation or direct qualification. Written quote on order form — tied to multi-year savings on your side.
Pricing methodology →Evaluation includes
- ✓ Sealed evaluation build
- ✓ Desktop and/or CLI workflow
- ✓ Demo recipe
- ✓ Output CSV
- ✓ Cleaning report
- ✓ Manifest
- ✓ Technical review call
Rules
- Paid evaluations only
- No free pilots
- No source access
- No public repository access
- No architecture transfer
- No white-label use without license