Taking on commercial engagements and government subcontracts

Applied AI for
regulated work.

Document intelligence, grounded retrieval, and model assurance for organizations whose decisions get audited — government agencies, health plans, insurers, and financial institutions. Evidence-linked outputs, auditable pipelines, deployable inside your boundary.

Deployment
On-prem · GovCloud · Air-gapped
Frameworks
NIST AI RMF · SOC 2 · HIPAA
Engagement
Direct · Subcontract · Teaming
NIST AI RMF NIST SP 800-53 SOC 2 HIPAA Security Rule CMS ARS Section 508 / WCAG 2.1 AA SAM.gov Registered NAICS 541511
01 — Core Competencies

Four capabilities. One operating layer.

We go deep on a small number of things and then compose them. Each stands alone as an engagement; together they become the layer a company actually runs its AI on — rather than a dozen disconnected pilots nobody owns.

01

Document Intelligence

Classification, extraction, and adjudication support across claims, casefiles, permits, contracts, correspondence, and FOIA queues — including the scanned, handwritten, and decades-old material that defeats commodity OCR.

  • Claims & benefits adjudication
  • Form & entity extraction
  • Human-in-the-loop review
  • Confidence routing
02

Grounded Retrieval

Question answering over policy manuals, regulations, contract files, and technical archives. Every response carries a citation to the source passage, and the system declines rather than guesses.

  • Citation-linked answers
  • Abstention on low evidence
  • Role-scoped access
  • Runs inside your boundary
03

AI Assurance & T&E

Independent evaluation, red-teaming, and bias assessment for AI systems you already own. Model cards, test plans, and inventory artifacts that survive an inspector general, a regulator, or an external auditor.

  • NIST AI RMF mapping
  • Adversarial red-teaming
  • Bias & disparity testing
  • Evaluation harnesses
04

AI Operating Layer

The AI OS for a regulated company: systems of record connected once, shared institutional knowledge, agents permissioned to do real work, and one evidence trail across all of it. Built in place, on your infrastructure, and handed over.

  • Systems of record, connected once
  • Permissioned agents & tool use
  • Shared knowledge & memory
  • Model routing, cost & fallback
  • One audit trail across every action

Adjacent support

Data engineering & pipelines MLOps in FedRAMP / IL-4 environments Predictive maintenance modeling Anomaly & fraud detection Contact-center deflection Model migration & cost reduction
02 — Who We Work With

Two markets, one method.

The work is the same either way: read the evidence, cite the source, let a human hold the decision. What changes is the paperwork around it.

Government & public sector

Federal, state, and local agencies, and the primes who hold their contracts. We are set up to sit underneath a prime rather than compete with one.

  • Subcontract & teaming ready
  • NAICS 541511 · SAM.gov registered
  • NIST 800-53 · CMS ARS aligned
  • GovCloud, on-prem, air-gapped
  • Section 508 & WCAG 2.1 AA

Commercial & regulated industry

Health plans and providers, insurers, financial institutions — anywhere a decision has to survive an auditor, a regulator, or a plaintiff’s lawyer.

  • Direct engagement, no vehicle required
  • Third-party risk & vendor governance
  • SOC 2 & HIPAA-aligned delivery
  • Runs in your VPC or on-prem
  • Fixed-scope pilot before any commitment
03 — How We Engage

Small increments. Provable outcomes.

AI programmes fail when they are bought as a monolith. We size the first increment to fit inside a quarter, and we make the result measurable.

  1. 01

    Scope the decision, not the tech

    We start from the action a person takes today — the determination, the routing, the review — and work backward to the model.

  2. 02

    Baseline before building

    Current accuracy, cycle time, and cost are measured first. Without a baseline, no claim of improvement is defensible.

  3. 03

    Pilot inside the boundary

    Deployed where the data already lives — your cloud, your enclave, your network. No exfiltration to train anything.

  4. 04

    Transition, don't tether

    Documentation, evaluation harnesses, and runbooks are deliverables. Your team can operate it without us.

04 — Trust Posture

Built to be audited.

An AI system in regulated work has to explain itself to a programme owner, a privacy officer, an auditor or inspector general, and eventually a journalist. We design for that conversation from day one.

Discuss a program
  • Evidence, not assertion

    Outputs link to the source record. Reviewers verify in one click instead of trusting a score.

  • Known failure modes

    We publish where the system is weak, and enforce abstention thresholds rather than degrading silently.

  • Data stays put

    On-premise, private cloud, and air-gapped deployment paths. Your data never leaves your boundary or trains a shared model.

  • Accessible by default

    Interfaces meet Section 508 and WCAG 2.1 AA — a requirement, not a retrofit.

  • Full audit trail

    Every inference, prompt, version, and override is logged and reproducible for post-hoc review.

  • Humans hold the decision

    We build decision support. Consequential determinations stay with the accountable official.

05 — Government Contracting

The details a contracting officer asks for.

Commercial buyers can skip this section. It is here because federal and state procurement needs these identifiers before a conversation can start.

Legal name
Miranium AI
UEI
D9WZWV4JMR33
CAGE code
9KE77
Business size
Small business
Primary NAICS
541511
Additional NAICS
541512 · 541519 · 541715 · 518210 · 541611
PSC codes
DA01 · DA10 · R425
Engagement
Subcontract · Teaming · SBIR

Registration is active in SAM.gov. Primes needing anything further ahead of a proposal deadline should reach out directly.

06 — Contact

Have a problem that needs an AI partner?

Tell us the problem, the constraints, and the deadline. We will tell you honestly whether we are the right partner for it — and say so plainly if we are not.

Response within one business day NDAs, MSAs and teaming agreements welcome