Systemic coherence, made operational — deterministic platforms for data integrity, security, and reviewable outputs

Data Forge
Available now
Private evaluation — offline merge and cleaning for spreadsheet workflows
Local
No cloud upload
Desktop and CLI on your hardware; audit report and manifest every run
2
SSRN preprints
Published research; licensed products stay off the public wire
New preprint: Universal Mathematical Framework (multi-domain systems) View on SSRN →
Request Private Evaluation Data Forge Contact

Available for Private Evaluation

Data Forge

Offline deterministic merge and cleaning for messy spreadsheet workflows.

Data Forge turns overlapping vendor files, panel exports, and record tables into clean, auditable outputs without cloud upload or probabilistic cleaning. It runs locally, uses ranked source priority, logs conflicts, and emits a cleaned CSV, cleaning report, and cryptographic manifest every run.

One platform family, many licensed surfaces — not a single SKU. Paid evaluation · 7 days · Enterprise license by quote · How pricing works · Data Forge overview · Products

  • Local desktop and CLI workflow
  • No cloud upload
  • No ML drift
  • Ranked source merge
  • Conflict logging
  • Cleaning report every run
  • Cryptographic manifest every run
  • Built for vendor files, panel exports, record tables, and recurring spreadsheet workflows
Request Private Evaluation Full product overview →

What We Do

Balantium Systems builds license-controlled software for teams that need repeatable outputs — not black-box scores. Research is published on SSRN; product engines and source stay private.

DF

Data Forge

First commercial product — evaluation open

Offline ranked merge, shape-aware cleaning, and audit artifacts for spreadsheet-heavy operations.

CIX

Research platforms

CIX and research systems by request

Systemic risk intelligence and complex-systems tooling for qualified teams under license.

IM

Security & integrity

Deterministic, local-first

Hardened workflow logic and integrity evidence — designed for inspectable deployment, not generic SaaS security theater.

Platform ecosystem

Multiple licensed products — one deterministic design standard. Full catalog →

Private evaluation available

Data Forge

Offline multi-file clean, merge, and audit

Deterministic ranked merge for messy CSV/Excel/JSON/Parquet stacks. Every export ships a cleaning report and manifest hash. Runs on consumer hardware.

Learn more →
Licensed / inquiry

GraniteForge

Terrain and map builder

Local heightmap-to-export pipeline for geospatial authoring workflows: ingest, quality checks, land-cover handling, repair guidance, and validated package output — full dashboard o…

Catalog →
Shipped across products

Security & Integrity

Shared integrity and perimeter stack

Sealed binaries, request scanning, and export gates — designed for inspectable deployment under license.

Catalog →
Demonstrations by request

Current Risk Suite / CIX

Systemic risk intelligence

Complex-systems and institutional stress tooling for qualified teams. Licensed deployment; methodology appears in SSRN publications.

Catalog →
Select modules by license

Data Infrastructure Utilities

Composable data operations

Standalone modules for manifest generation, reconciliation, historical repair, audit trails, and workflow repeatability — usable alone or inside larger pipelines.

Catalog →
Public SSRN + PDFs

Research & Whitepapers

Published methodology

SSRN preprints and hosted PDFs describe the framework at a research level. Interactive public demos are retired; pilots and licenses carry implementation detail.

Learn more →

See all deployable surfaces & custom bundles →

Measured outcomes

Verifiable classes of behavior — no proprietary formulas on this page

Measure Balantium Typical alternative Why it matters
Data Forge: ~25k-row clean <0.1s (release, laptop) Cloud ETL job queue Local, no cluster
Merge re-run Identical output hash Often non-deterministic Audit-grade repeatability
Runtime footprint Single binary ~7–10 MB Multi-service stack Air-gapped friendly
Web threat scan Middleware on every route Static site only Live blocks logged
Public IP on site None (stubs) N/A Engines stay off the wire

Applications

Sector-agnostic data operations

MG

Multi-source file merge

Ranked merge when vendors send overlapping CSV/Excel exports with different freshness.

  • Conflict log per cell (rank 0 wins)
  • Cleaning report JSON on every export
  • User-defined keys and column roles
PN

Panel & time-series hygiene

Dedupe on id + time axes; optional gap-fill from lower-ranked files.

  • Auto-detect or explicit ID columns
  • Row counts in report for sanity checks
  • No black-box ML imputation
RC

Wide / record catalogs

Job listings, catalogs, and text-heavy tables — preserve string columns; merge on IDs.

  • Record mode keeps text columns
  • Tested on 600+ row job fixtures
  • Offline desktop workflow

Systemic coherence research

SSRN preprints from Balantium Systems are indexed on SSRN, discoverable through Google Scholar and Google Search, and appear in NIH and broader research-database discovery — linking systemic coherence theory to Robby Klemarczyk and Balantium.

New preprint

Universal Mathematical Framework (multi-domain)

Klemarczyk, Robby (2026) — SSRN Electronic Journal

A Universal Mathematical Framework Demonstrated Across Multi-Domain Systems: Cybersecurity, Information Retrieval, System Optimization, and Synthetic Consciousness Simulations

SSRN #5902242 →
SSRN Top 10 download (prior release)

Operationalizing Systemic Coherence Theory

Klemarczyk, Robby (2025) — SSRN Electronic Journal

Operationalizing Systemic Coherence Theory: Empirical Validation of Balantium with Current Risk Detection Suite (CIX) Across Major Financial Crises

SSRN #5518758 →

Documentation

Whitepapers (PDF). Public Streamlit demos are retired — request a pilot or licensed build.

Whitepapers

Balantium Coherence Engine PDF Universal Coherence Framework PDF

Contact

Evaluation requests, licensing, and platform questions — we respond to qualified inquiries.

Prefer email? [email protected]