THE END OF BLACK BOX AI

Whitebox AI
FOR REGULATORY COMPLIANCE

Your compliance team shouldn't have to verify AI output with outside counsel. Every response from Whitebox AI includes verbatim statutory citations, traceable source paths, and audit-ready formatting—ready to submit to your board or regulator.

THE COMPLIANCE DIFFERENCE

Architected for Defensibility

Audit-Ready Reporting

Instantly generate comprehensive compliance memos. Every strategic recommendation is mapped directly to statutory text and finalized CMS guidance, providing your legal team with defensible, verbatim citations.

Precision Liability Modeling

Move beyond generic advice. Modeled specifically for the MDP, our engine calculates the intricate financial impacts of phase-in cliffs, M3P adherence shifts, and catastrophic coverage changes.

Reduce Reliance on Outside Counsel

Stop paying premium billable hours for routine statutory queries. Our engine delivers instant, audit-grade regulatory analysis mapped directly to the IRA, cutting external legal spend and accelerating your GTN decision-making.

100%
Source-Traced Outputs
PDF
Audit-Ready Export
DOCX
Word & Markdown Export
API
Programmatic Access

WHAT YOU GET

Every Output is a Defensible Document

Unlike generic AI chatbots that produce unverifiable prose, every KugelOne response is a structured, traceable compliance artifact.

Numbered Source Citations

Every claim maps to a specific section of statutory text, CMS guidance, or CFR regulation. No hallucinated references.

Verbatim Regulatory Excerpts

Source passages are included verbatim so your compliance team can verify the AI's reasoning against the original text.

Structured Risk Assessment

Each response identifies financial exposure risks, compliance deadlines, and penalty thresholds relevant to your specific question.

PDF Export with AI Disclosure

Download professional-grade reports with a built-in AI disclosure statement, ready for board review or external audit submission.

THE SHIFT

From Black Box to Whitebox

❌ TRADITIONAL BLACK BOX AI
  • Generates plausible-sounding but unverifiable answers
  • No source traceability—impossible to audit
  • Hallucinates regulatory citations and CFR references
  • Generic model with no MDP-specific training
  • Your data may be used to train third-party models
  • Still requires outside counsel to validate every output
✅ HSG WHITEBOX AI
  • Every answer backed by numbered, verbatim citations
  • Full source-path traceability for legal defensibility
  • Grounded exclusively in authoritative CMS and IRA sources
  • Purpose-built for MDP phase-ins, OOP caps, and TPA logic
  • SaaS delivery with zero data retention—stateless processing ensures zero data leakage
  • Outputs are audit-ready, reducing external counsel dependency

THE WHITEBOX REPORT

Your Compliance Team's New Standard

Every query generates a formal Q&A Export with Source-Path Traceability—a professional-grade document your legal and compliance teams can trust without additional verification overhead.

  • Structured analysis mapped to your specific questions
  • Numbered citations with document paths
  • Verbatim excerpts from source regulations
  • Financial exposure and penalty risk quantification
  • AI disclosure statement for compliance governance
  • PDF export for board and audit committee review
KugelOne™ Compliance Report
Q: Does M3P participation delay the onset of the Catastrophic Phase?
Analysis: M3P participation does not delay the Catastrophic Phase. The threshold is met at the point costs are incurred, not paid.
[Citation 1] SSA § 1860D-14C(g)(1)(A) — "...costs incurred by an applicable beneficiary...equal to or exceed the annual out-of-pocket threshold..."
[Citation 2] CMS Final Guidance, Section IV.B.3 — "The M3P is a payment mechanism...it does not change the point at which costs are incurred."
⚠ Risk: CMP = unpaid discount + 25%. 38-day payment deadline applies regardless of M3P status.

THE METRIC THAT MATTERS

Time-to-Evidence (TTE) Benchmark

KugelOne doesn't just work faster—it fundamentally changes the economic profile of regulatory compliance.

Compliance WorkflowTraditional Manual ProcessKugelOne™ Whitebox AI
Statutory Research
Cross-referencing IRA & CMS Final Rules
1–3 WeeksMinutes
Liability Modeling
MDP Phase-ins & OOP Cap Dynamics
2–4 WeeksMinutes
Audit Memo Drafting
Finalized Source-Path Traceability Report
1–2 WeeksMinutes
“Our clients were spending six figures on outside counsel for routine regulatory questions—questions with clear answers buried in statutory text and CMS guidance. Whitebox AI was built to deliver those answers in minutes, with the same source traceability their legal teams require.”
— Helix Strategy Group

See It In Action

Request a live audit demo using your own regulatory questions. See exactly how Whitebox AI generates traceable, citation-backed compliance analysis in under 60 seconds.

No commitment required. We'll walk you through a real MDP scenario.

Request Your Audit Demo