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.

Start a conversation See capabilities
1 Gp Gable Pro 2 Ms MiraShield 3 Mo MiraOS
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◆ eVA Registered◆ Small Business◆ Women-Owned Small Business◆ Minority-Owned Small Business◆ Virginia SWaM Certified◆ NAICS 541511◆
01 · Core Competencies

Six lines of work. One operating layer.

We go deep on a few things and compose them. Each stands alone as an engagement; together they become the layer a company runs its AI on, rather than a dozen disconnected, orphaned pilots.

Document Intelligence & Process Automation

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

What we deliver

AI Governance & Assurance

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

What we deliver

Applied AI Systems & Agent Engineering

Question answering and decision support over policy manuals, regulations, contract files, and technical archives: every response cited to a source passage, and the system declines rather than guesses. Agents permissioned to do real work, with one evidence trail across all of it.

What we deliver

Secure Cloud, DevOps & Platform Engineering

The infrastructure all of it runs on, and the modernization that gets a legacy platform onto that footing. Built in place, on your own infrastructure, and handed over, on-premise, GovCloud, or air-gapped.

What we deliver

Managed Web Hosting & Digital Operations

A public-facing site run as infrastructure rather than as a brochure: hosted, patched, monitored, and reported on against a service level, with the Section 508 and WCAG 2.1 AA conformance a public body is held to.

What we deliver

Data Engineering, Analytics & Decision Support

Structured extraction and classification over unstructured data, cost and risk estimation engines, and dashboards that report to operators and to leadership with a single version of the number.

What we deliver

Adjacent support

MLOps in FedRAMP / IL-4 environments Predictive maintenance modeling Anomaly & fraud detection Contact-center deflection Model migration & cost reduction

What the engine does: property & construction

AI Property Diagnosis Tells you what is wrong from a photo, and whether it is safe to touch. AI Construction Cost Estimation Itemised prices worked out by code, each line showing where it came from. AI Property Management The request, the job, the visit and the bill, all on one record. AI OS for Construction It asks first, you approve, then it acts, and everything is written down.

Four capabilities under one agent loop, each described on the Gable Pro page where all four run in production, for property managers, insurers, home-service operators, construction firms and defense contractors carrying a compliance obligation. See the product line →

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
  • Small · micro · women-owned · minority-owned
  • 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, open to any procurement route
  • Third-party risk & vendor governance
  • SOC 2 & HIPAA-aligned delivery
  • Runs in your VPC or on-prem
  • Fixed-scope pilot before any commitment
03 · What We Build

Three products on one governed platform.

Three products in market, on one governed platform: Gable Pro for the physical world, MiraShield for work that gets audited, and MiraOS for running the company itself.

Gable Pro

Live at gable.pro, open it straight away

The AI operating system for construction and the physical world, live today.

  • Live at gable.pro with real customers, open it and look around
  • 1,600+ checked repair guides written by people rather than by a model
  • Prices worked out by code. The AI only explains them
  • An approval contract on every write: the assistant proposes, a person approves, and an autonomy dial decides what may run unattended — granted by how reversible the action is, rather than per tool
More on Gable Pro

MiraShield

Demonstrable end to end, deployed into your environment

The AI cybersecurity and GRC platform: scans for what is wrong, proves how you run it.

  • Nightly scanning of AWS, Azure, Google Cloud, Microsoft 365 and GitHub: you install it once and the scanner runs itself
  • Read-only roles you grant and can revoke. Your credentials stay with you, and the scanner reads configuration only
  • Eighteen frameworks from one questionnaire, 289 questions across all of them, and an assessment asks only what its own frameworks need
  • Overlapping frameworks fold together rather than asking twice: adding CMMC Level 2 to the 800-171 baseline reuses every answer already given
More on MiraShield

MiraOS

Live at os.miranium.ai, with workspaces opened on request

The operating system for a company, with agents that work inside it.

  • Live at os.miranium.ai, where Miranium AI runs its own company as tenant one
  • Eight areas in one record: work, people, customers, money, knowledge, meetings, the assistant, and control
  • Seven agents: Mira, the five specialists she consults, and a chief of staff who runs the automations
  • Agents act with the permissions of the person who asked, and every write is logged as the agent, for that person
More on MiraOS
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, and eventually a journalist. We design for that conversation from day one.

Discuss a program

  • Evidence over assertion

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

  • Published limits

    We publish where each system’s limits are, and enforce abstention thresholds so an uncertain case goes to a person, openly.

  • Data stays put

    On-premise, private cloud, and air-gapped deployment paths. Your data stays inside your boundary and out of shared-model training.

  • Accessible by default

    Interfaces meet Section 508 and WCAG 2.1 AA: a requirement built in from the start.

  • 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.

Certified by the Commonwealth of Virginia

Small, micro, women-owned, minority-owned, under certification #828797, issued by the Virginia Department of Small Business & Supplier Diversity. Valid through 15 August 2028.

View the certificate (PDF) →
Legal name
Miranium AI LLC
UEI
D9WZWV4JMR33
CAGE code
9KE77
DUNS
11-510-9321
Primary NAICS
541511
Additional NAICS
541512 · 541519 · 541611 · 541690 · 541715 · 518210
eVA, the Commonwealth of Virginia’s eProcurement system

Registered in eVA as supplier SUP364023. Virginia agencies can find us and award to us through the Commonwealth’s own procurement system.

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

06 · Who does the work

The founders.

Every engagement is delivered by the principals themselves: the people whose track record is below, on the work they have done before.

We are hiring commission-only sellers, remote. See the open roles →

Ray Han

Chief Executive Officer

Cloud platforms, site reliability, and the AI infrastructure underneath all of it.

  • Workday, Kubernetes-based AI platform infrastructure, and multi-agent retrieval systems in production
  • Salesforce, led a team of six engineers on mission-critical GovCloud site reliability, as incident commander for high-severity outages
  • Capital One, Kubernetes infrastructure and observability on AWS
  • Four AWS certifications, including Security – Specialty
  • MBA, Johns Hopkins University

Miao Zheng

President

Enterprise data engineering, NLP, and analytics for federal clients.

  • Booz Allen Hamilton, Oracle-to-Azure platform migration, with automated data validation and anomaly detection
  • Accenture Federal Services, Neo4j graph architecture and NLP extraction at scale
  • Noblis, principal investigator on a cybersecurity and AI research program
  • MBA, Johns Hopkins University
  • Active Top Secret (TS)