Runtime governance for AI: enforce policy, capture evidence, and inspect what happened
OrchIntel's IOA stack puts policy, audit, and evidence into the execution path with memory-backed orchestration and provider-neutral review patterns.
IOA Core v2.6.1 is now live on PyPI
Stable public release with policy hooks, evidence bundles, immutable audit trails, memory-backed orchestration, and vendor-neutral quorum patterns.
Runtime Flow
Every governed AI decision flows through IOA's runtime layer and emits inspectable artifacts
User Input
AI request or query
IOA Governance
System Laws enforcement
AI Model
Processed response
Evidence Output
JSON + HTML + .sig
Choose a QIX Framework
Start with the workflow you need to govern first. QiXHealth is available through managed clinic intake, QiXCite through invitation-only legal pilots, and QiXPharm through guided enterprise rollout conversations.
QiXHealth
Healthcare AI governance with clinic-specific onboarding, consent-aware workflows, patient-data handling, and retrievable session evidence.
QiXChat
Governed workspace used in invited pilots where teams need one familiar AI surface with framework-level controls underneath.
QiXCite
Legal AI governance for citation validation, treatment-lane labeling, quote-locking, and defensibility evidence in drafting workflows.
QiXPharm
Pharmaceutical AI governance for validation, quality review, and GxP operations with ALCOA+ and evidence-linked controls.
Need help choosing between clinic intake, invitation pilots, or enterprise rollout? The full QIX page now maps the access path as well as the framework itself.
Choose a FrameworkFour Pillars of IOA Governance
Immutable Governance
System Laws wired into the kernel; policies can't be bypassed.
Governance Profiles
10+ governance profiles and posture pages. Commercial packs and hosted workflows are available by program.
Assurance Score
Six-dimension score, published with evidence bundles.
Vendor-Neutral
OpenAI, Anthropic, Gemini, DeepSeek, XAI, Ollama, and your stack.
See how we calculate assurance
Assurance Score: 1M simulations
Benchmark Conditions
- Profile: governance (4D-Tiering: ON)
- Hardware: AWS EC2 c7i.large
- Dataset size: 50k-500k records
- Commit: latest • Date: 2026-05-04
Reproducible results; see Evidence Hub for signed bundles.
Design Partners
Join the Design Partner Program (finance and healthcare preferred). Help shape governance workflows, evidence formats, and domain-specific operating patterns.
Join the ProgramLatest Research & News
Stay updated with our latest whitepapers, product releases, and insights on AI governance
Release IOA Core v2.6.1: Runtime Governance When AI Policy Stops Being Abstract
As AI governance moves from principle to implementation, IOA Core v2.6.1 gives developers an OSS runtime layer for policy hooks, evidence generation, immutable audit trails, and provider-neutral review patterns.
Research Operationalizing Aletheia v2.0 at Runtime with IOA Core
Our research demonstrates 65%+ automated facet coverage, 37% bias reduction through multi-LLM consensus, and full alignment with ISO 42001 and NIST AI RMF standards. Includes comprehensive FAQ, empirical examples, and performance metrics across healthcare, finance, and legal domains.
Release IOA Core v2.5.1 Launch
IOA Core v2.5.1 is now live with six working examples, 11 proof tests, 0 broken links, and a clean CI pipeline. This release represents months of refinement, testing, and community feedback to deliver a production-ready AI governance kernel.
Ready to Get Started?
Explore IOA Core, review the evidence model, or talk with us about design-partner and hosted-workflow programs.