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BION GenAI Foundry

Address your agency's unique challenges with scalable AI, infused with CMMI ML5 processes designed to transform the way the federal government delivers its mission and protects its citizens.

Guided by BI's strategic AI Advisory Board

Address your agency's unique challenges with scalable AI, infused with CMMI ML5 processes — designed to transform the way the federal government delivers its mission and protects its citizens.

Accelerating mission success·
Safeguarding citizen privacy·
Securing the future·
Integrity at our core·
Accelerating mission success·
Safeguarding citizen privacy·
Securing the future·
Integrity at our core·
Accelerating mission success·
Safeguarding citizen privacy·
Securing the future·
Integrity at our core·

What this practice delivers.

BION is designed to ensure that governance standards and agency stakeholder concerns are prioritized during AI generation, tool development, and deployment processes.

AI lifecycle

Discovery, design, build, evaluate, deploy, monitor one accountable loop.

Explainability

Model cards, lineage, and decision rationales ready for the audit.

Ethics & bias review

Standing review boards on every high stakes workflow.

Provenance & controls

Data, model, and artifact provenance written in at ingestion.

Retrieval augmented

Grounded answers on mission corpora classified or open.

Human in the loop

Analyst confirmation queues for irreversible actions.

Secure fine tuning

Parameter efficient tuning on isolated tenants, no leakage.

BI AI Advisory

Policy, posture, and adoption strategy from standing SMEs.

Engaged across the mission.

  • 01Agency specific generative AI platforms
  • 02Retrieval augmented generation on classified corpora
  • 03Responsible AI governance & model risk management
  • 04Human in the loop workflows for high stakes decisions
  • 05Secure fine tuning & model evaluation pipelines
  • 06BI AI Advisory strategy, policy, and adoption
−62%
Decision cycle time
4.1×
Analyst throughput
100%
Governed model artifacts
BION · CASE

Analyst copilot for cross domain review

Cut triage from hours to minutes on a classified corpus with full lineage capture.

BION · PROGRAM

Responsible AI governance stand up

Standing review board, model card library, and an evaluation harness operating in 12 weeks.

In an era where technology is rapidly changing, Business Integra is committed to leading the charge in AI innovation, helping the federal government harness the full potential of AI to serve the American people better.

Prabha Banukumar · CEO, Business Integra

Where BION

Every federal sector has an AI use case BION lands the same governance posture across all of them.

Defense & Intelligence

Classified RAG, analyst copilots

Civilian Federal

Regulatory drafting, citizen-facing chat

Health & HHS

Workforce + claims-data triage

Aerospace & R&D

Engineering knowledge bases

Tooling we build BION

The model and platform stack we use to govern AI on federal terms.

Model runtime
PyTorch / vLLM
Agentic orchestration
LangGraph / Semantic Kernel
Policy as code
OPA / Cedar
RAG retrieval
OpenSearch / pgvector
Experiment tracking
MLflow / Weights & Biases
Compliance
OSCAL evidence
Safety
Guardrails / NeMo Guardrails
Governance
Model cards + datasheets

How a BION

Six steps from governance charter to monitored production.

  1. Step 01

    Charter the AI Advisory

    Stand up the governance board, model risk policy, and the review cadence before any model is trained.

  2. Step 02

    Define the use case

    Pick the mission outcome, the decision the model supports, and the human in the loop. No model without an owner.

  3. Step 03

    Stand up isolated tenant

    FedRAMP aligned tenant, classified ready isolation, OSCAL evidence pipeline live from day one.

  4. Step 04

    Retrieval + fine tune

    RAG on mission corpora plus parameter efficient fine tuning where the data justifies it.

  5. Step 05

    Evaluate + guardrail

    Eval harness, red team prompts, jailbreak suites, and guardrails calibrated to the use case.

  6. Step 06

    Deploy + monitor

    Production deploy with model cards published, drift monitors live, and the AI Advisory in the loop.

About engaging

Q.01Can BION operate against classified corpora?+

Yes. BION stands up classified isolated tenants and runs RAG against the cleared data BI is authorized to handle.

Q.02Do you fine tune your own foundation models?+

We rarely train from scratch. We do parameter efficient fine tuning where the data justifies it, and we hold the customer's governance line on model risk reviews.

Q.03Who sits on the AI Advisory?+

BI's standing review board including federal experienced advisors plus customer stakeholders for high stakes workflows. We don't deploy without it.

Q.04How does BION handle responsible AI?+

Model cards, datasheets, eval harnesses, red team suites, and a documented review cadence all written into the OSCAL evidence pipeline alongside the technical controls.

Engage BI

Put this practice on your mission.

Share the mission, the data, and the constraints. We'll come back with a scoped plan, a cleared team, and an audit ready delivery path.