BITGEN
BITGEN · LABS
// bitgen_labs.llc — applied_ai_engineering

We build systems
for messy,
real-world data.

Applied LLMs that transform unstructured compliance, security, and operational inputs into structured, fully auditable workflows.

// layer_01
Applied
Language model ingestion
// layer_02
Deterministic
Rule engine validation
// layer_03
Auditable
Immutable evidence output
Systems Engineering
Scroll to explore
// capabilities
Applied LLMsDeterministic ValidationZero-Lag InferenceFull AuditabilityAPI-FirstSOC 2 ReadyZero-Trust ArchitectureStructured EvidenceLLM Orchestration Applied LLMsDeterministic ValidationZero-Lag InferenceFull AuditabilityAPI-FirstSOC 2 ReadyZero-Trust ArchitectureStructured EvidenceLLM Orchestration
DATA
// architecture

How we tame
the mess.

Real-world operations are probabilistic and chaotic. Compliance is rigid and deterministic. We engineer the bridge — applying LLMs where language matters, strict logic where correctness is non-negotiable.

01
ingest( unstructured )
LLM-driven ingestion layers that read, parse, and categorize noisy data at scale — policies, emails, scattered evidence. Real-world ops don't happen in neat databases.
02
validate( deterministic )
LLMs extract the data, strict logic validates it. We pair language models with deterministic engines — no hallucinations, guaranteed accuracy. Pass or fail, never maybe.
03
emit( audit_trail )
Every transformation tracked. Zero-lag performance. Immutable audit trails always ready for scrutiny. From messy input to proven output.

// our_applications

Methodology
in production.

Four applications, one discipline — read the messy input with judgment, decide with rules that can't hallucinate, show the receipts.

Flagship — In Development
Compliance
OS
// llm_evidence_engine + deterministic_validator

ComplianceOS uses specialized LLMs to read unstructured policies and operational data, maps it to a deterministic validation graph, and generates structured, auditable proof. The first application of our core architecture.

LLM Evidence Parsing
Deterministic Rule Engine
Continuous Readiness
Immutable Audit Trail
Explore ComplianceOS
complianceos — evaluation
Live
0
Passing
0
Review
0
Failed
ControlDescriptionFrameworkStatus
CC6.1Access lifecycleSOC 2PASS
CC7.2Anomaly monitoringSOC 2PASS
A.9.4Access restrictionISO 27001REVIEW
§164.312Tech safeguardsHIPAAPASS
Art.32Security of processingGDPRPASS
Compliance score94%
New — In Validation
Forward
Certs
// acord_25_extraction + endorsement_validator

ForwardCerts reads the ACORD 25 certificate a subcontractor's agent emails over, validates every limit and endorsement against the subcontract deterministically, and warns 30 days before coverage lapses - no portal, no uploads, no onboarding.

ACORD 25 Extraction
Endorsement Verification
Expiration Lead Time
Zero Subcontractor Onboarding
Explore ForwardCerts
forwardcerts — 1420 harlow st.
Preview
0
Verified
0
Expiring
0
Lapsed
SubcontractorGL ExpiresStatus
Valley Mechanical04/18/27PASS
Ironline Electric09/11/2613 DAYS
Pinnacle Roofing08/23/26LAPSED
R&D Drywall02/28/27NO AI
Castillo Concrete06/01/27NO WVR
Coverage verified83%
Founding Cohort — RY2026
Tier2
Flow
// epcra_312_filing + source_verified_state_data

March 1 is federal; the portal, the fee, and who may certify all change at the state line. Tier2Flow prepares and files Tier II for every facility an operator runs — state portal, LEPC, and fire department — and publishes no regulatory value it has not verified at the source.

Multi-State Portal Filing
Threshold Screening
LEPC + Fire Department Delivery
Source-Verified State Data
Explore Tier2Flow
tier2flow — reporting year 2026
Preview
0
States
0
Days to file
$395
Per facility
FacilitySTStatus
Ames TerminalIAFILED
Grand IslandNEFILED
Council BluffsIAFILED
Sioux FallsSDLEPC
MankatoMNPREP
Filed & documented3 / 5
New — In Validation
Register
Proof
// xbrl_csv_validation + published_esa_rules

A register accepted last year can be rejected this year — the ESA checks are unchanged but now run against more fields. RegisterProof reads a financial entity's DORA Register of Information and returns the rejection list its national authority would send, keyed to template, column and row. Every figure it publishes is traced to a regulator's own page.

Published ESA Rule Set
Template + Column + Row Findings
No System Access Required
Primary-Source Citations
Explore RegisterProof
registerproof — RoI_2026-12-31
Preview
0
Passed
0
Failed
0
Days to ref. date
TemplateColumnStatus
Contractual arrangementsc0030FAIL
Contractual arrangementsc0040FAIL
ICT providerc0050FAIL
Arrangement keys—PASS
Criticality assessment—PASS
Checks passed4 / 9