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Now Available  ·  Daily Behavioral Drift Detection for Regulated AI

Your AI's Behavior Changes Daily.
Most Teams Find Out Months Later.

A compliance report is a snapshot. ARIA watches every day.

ARIA is the continuous behavioral drift and compliance platform for AI systems in regulated industries. It watches your AI's behavior daily, alerts you the moment it drifts from policy, and tells you exactly which test flipped — then verifies conformance across 12 active frameworks: NIST AI RMF, HIPAA, FDA CDS, ISO 42001, EU AI Act, HITRUST CSF, CCPA/CPRA, EU MDR, DORA, and FedRAMP Moderate. Fast enough for operations, structured enough for audit.

Daily Drift Detection Behavioral AI Testing Real-Time Guardrails Audit-Ready Evidence NIST AI RMF HIPAA FDA CDS ISO 42001 EU AI Act HITRUST CSF CCPA/CPRA EU MDR DORA FedRAMP Moderate
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No contract, no commitment. Connect your AI endpoint and get a full posture report in 15 minutes.
ARIA — Aggi Responsible Intelligence Assessor Responsible AI, Verified.
194 Behavioral drift fixtures
12 Active frameworks (NIST · HIPAA · ISO 42001 · FDA CDS · EU AI Act · HITRUST · CCPA/CPRA · EU MDR · DORA · FedRAMP)
183 Cross-standard mappings
78 NIST AI RMF questions
  • Daily behavioral drift detection with per-fixture attribution — know exactly what changed
  • Behavioral AI testing — 194 fixtures across 12 frameworks
  • Real-time inline enforcement — 5 pre-call + 3 post-call pattern gates + 3 LLM judges (Shape C)
  • 180-day activity record (The Pulse)
  • Cross-standard auto-propagation under human review
  • LLM-assisted document ingestion with PII pre-flight scanning
  • Multi-audience reports: CTO, CMO, Board, Compliance
  • Priced for compliance teams, not enterprise procurement budgets
Aggi Technologies LLC  ·  aria.aggicorp.com
The Problem

Healthcare and Regulated AI Teams Are Governing Without Infrastructure

The LLM deployment wave outpaced the governance infrastructure that should have accompanied it. Three answers we hear constantly — and what each one actually means.

"We have RBAC." ↓
Role-based access control at the database layer does not protect against prompt injection at the LLM layer. RBAC is not an AI security strategy.
"Our vendor handles compliance." ↓
A Business Associate Agreement is a legal instrument, not a technical control. It does not validate that your vendor's model is not hallucinating dosages, drifting from baseline, or processing PHI outside contract scope.
"We validated it before deployment." ↓
Once. On clean data. Before the vendor updated the model. Clinical AI validation is a continuous process — not a box you check at launch and revisit never.
What Makes ARIA Different

Three Capabilities That Exist Nowhere Else in This Market

Every other governance platform asks better questions. ARIA maps how your answers connect, escalates the right risks automatically, and builds the evidence trail your compliance team needs.

01 / Domain-Calibrated, Not Generic
Clinical Question Bank — 78 Questions, Zero Generic Filler
Every question calibrated for real operating context — healthcare deepest of all. Not "do you have a governance policy" — but "does your policy define acceptable use specifically for patient-facing versus clinician-facing LLM tools?" Not "have you assessed bias" — but "has your bias audit used a dataset representative of your actual patient population, including age, race, language, and socioeconomic status?" The same specificity carries into finance, insurance, and other regulated deployments. The specificity is the point.
02 / Dependency Graph
Compliance Gaps Are Not Independent — ARIA Shows the System
When your organization answers NO to whether a Business Associate Agreement has been executed, ARIA does not just flag that gap. It surfaces every downstream exposure: the PHI flowing to that vendor without authorization, the audit trail gaps that follow, the incident response gaps that cascade from there. Governance is a system. ARIA maps the system.
03 / Conditional Logic Engine
Critical-Question Triggers. Automatic Escalation. Zero Manual Triage.
When an organization indicates their LLM writes directly to the EHR without human review, ARIA flags it as a patient safety risk and connects it to the specific FDA guidance and HIPAA provisions that apply. When FDA CDS classification is uncertain, ARIA locks the relevant section and generates a legal counsel referral — because deploying an uncleared medical device is a federal violation, not a compliance gap.
Drift Detection, Not Annual Snapshots

Built for AI that changes every day.

Most AI governance "platforms" are questionnaires with a PDF export. ARIA is built around the inconvenient truth: an AI system that was behaving correctly on Monday can drift by Friday — and a compliance report describing last quarter's state is not what an auditor, or a regulator, will accept anymore. ARIA watches behavior daily and tells you the moment it changes.

Primary Capability · Behavioral Drift Detection

Test what your AI does, not what your policy says.

Most governance platforms verify that you have a policy. ARIA verifies that your AI actually follows it — every day. 194 behavioral fixtures run against your endpoint on a schedule you set. ARIA maintains a rolling baseline per endpoint and alerts you the moment your pass-rate drifts beyond threshold — with severity bands, so a single noisy run never gets mistaken for a real regression.

When drift fires, ARIA tells you which specific test flipped — your jailbreak resistance, your PHI refusal, your hallucination guardrail — not just that something changed. Built on the open-source standards your auditors already accept: AIF360, Fairlearn, Aequitas, and adversarial-prompt frameworks.

ControlMesh · The Intelligence Decision Layer

The engine that turns signals into defensible action.

ControlMesh sits beneath every assessment, connecting answers across frameworks and time. It's the layer that takes raw signals — assessment answers, behavioral test results, drift events, ingested policy text — and produces decisions your team can act on and your auditors can accept. It's how ARIA tells you not just what is out of compliance, but why, what depends on it, and whether your overall posture is improving or eroding.

  • ▸Cascade Radar — when one control fails, the blast-radius is visualized across every framework it touches.
  • ▸Posture Trajectory — your overall compliance posture over the last 90 days, plus a forecast of where it's heading.
  • ▸Counterfactuals — model the impact of closing a specific gap before you commit engineering time to it.
  • ▸Contradiction Scanner — flags when two assessments answer the same underlying question differently.
The Pulse

180 days of proof, not promises.

The Pulse is ARIA's rolling 180-day activity record: every assessment update, every behavioral test run, every policy ingestion, every drift event, in a single tamper-evident timeline. When an auditor asks "show me your governance activity for the period under review", you do — in seconds.

A live, append-only record that proves governance is happening — not a stack of PDFs proving it happened once, six months ago.

Integration Shapes

Three integration shapes — all live.

Continuous compliance only works if it fits your infrastructure. ARIA supports three integration shapes — pick the one that matches your AI's deployment pattern.

  • AYour CI posts results to ARIA — for teams who already run AI safety tests in their pipeline.
  • BARIA tests your live LLM endpoint — direct behavioral evaluation on a schedule you set.
  • CInline enforcement proxy — sits in the request path itself. 5 pre-call + 3 post-call pattern gates + 3 LLM judges. Streaming supported. Live for OpenAI-compatible and self-hosted endpoints.

ARIA's job is to be true between audits, not just at them. Responsibility claimed is not responsibility proven.

How It Works

Detection isn't the bottleneck. Decisions are.

ARIA's job is to compress the loop between the signals your team already sees and the documented, defensible action that follows. Four steps, one continuous record, evolving alongside your AI and the regulations governing it.

1
Assess
Work through ARIA's guided 78-question NIST AI RMF assessment covering GOVERN, MAP, MEASURE, and MANAGE — with conditional warnings, clinical context, and evidence attachment at every step.
2
Identify Gaps
ARIA scores your posture per function, maps how gaps connect in the dependency graph, and surfaces the critical findings your CTO, CMO, and Compliance Officer each need to see.
3
Get Your Plan
Generate multi-audience reports — Executive Summary, Full Assessment, HIPAA Gap Analysis, Remediation Roadmap — formatted for board presentation, regulatory submission, or enterprise procurement review.
4
Track Closure
Assign owners, set due dates, attach evidence, and mark findings resolved. Your posture score updates in real time. Your audit trail is tamper-evident and always ready.
Regulatory Coverage

12 Frameworks. One Continuous Record.

12 active frameworks. 194 behavioral fixtures. 183 cross-standard mappings. Adding a new framework is data, not code — five JSON files, zero code changes.

🏛️
NIST AI RMF 1.0
All 4 functions — GOVERN, MAP, MEASURE, MANAGE. 78 questions, 39 behavioral fixtures.
🏥
HIPAA
PHI flow mapping, BAA tracking, breach notification, ePHI logging in LLM contexts. Native to healthcare AI.
⚕️
FDA CDS Guidance
30 behavioral fixtures. Automatic classification trigger logic — surfaces legal obligations when your LLM may be a regulated medical device.
🌐
ISO/IEC 42001
AI Management System — the enterprise procurement requirement. 25 behavioral fixtures. Maps to NIST AI RMF via cross-standard propagation.
🇪🇺
EU AI Act
Art. 5/9/13/14/52 coverage. 15 behavioral fixtures. Cross-standard propagation to EU MDR and ISO 42001.
🔐
HITRUST CSF
Healthcare AI overlay. 10 CSF v11 domains. 10 behavioral fixtures. Hospital procurement standard.
📋
SOC 2
AI-governance overlay. 5 TSC subcategories. 10 behavioral fixtures. B2B SaaS audit standard.
🛡️
GDPR
AI-specific framing. Arts. 6/9/15–22/25/30/35/37–39/44–49. 10 behavioral fixtures. EU data rights.
🏖️
CCPA / CPRA
California Privacy rights — AI-specific data governance overlay. 10 behavioral fixtures. Propagates to GDPR.
🩺
EU MDR
Medical Device Regulation. Annex VIII / CE / ISO 14971 / QMS / PMCF / UDI overlay. 15 behavioral fixtures.
💳
DORA
Digital Operational Resilience Act — financial services ICT. 15 behavioral fixtures. Propagates to SOC 2 and ISO 42001.
🏛️
FedRAMP Moderate
NIST SP 800-53 rev 5 AI overlay. 8 control families (AC/AU/CM/IR/RA/SA/SR/SI). 15 behavioral fixtures. Federal and contractor market.
🔗
Dependency Graph
Every compliance gap is a node. Every dependency is an edge. Click any gap and see exactly what breaks downstream — before a regulator finds it first.
📋
Multi-Audience Reports
CTO, CMO, Compliance Officer, Board — each gets a report formatted for their role, their questions, and their level of technical depth.
How to Work With ARIA

Two Products. One Practice. Choose What Fits.

ARIA is a software platform with its own subscription pricing. Separately, Aggi Technologies offers consulting services and managed support for organizations that need expert guidance alongside the platform — or instead of it. These are distinct offerings. You choose what your team needs.

Software Platform
ARIA Platform
Subscription
Your team uses ARIA directly — we provide the software, you own the governance process.
Flagship Product
Pricing
Built for mid-size organizations and growing startups
Priced to fit your compliance budget — contact us
What you get
  • ✓ Full 78-question NIST AI RMF assessment engine
  • ✓ HIPAA + FDA CDS integrated, cross-mapped to NIST AI RMF
  • ✓ Dependency graph visualization
  • ✓ Conditional logic engine — auto-flags critical findings, unlocks FDA CDS module on uncertainty, escalates EHR write-back risks
  • ✓ Evidence locker + tamper-evident audit trail
  • ✓ Multi-audience PDF reports (CTO, CMO, Board)
  • ✓ RBAC — roles for assessor, reviewer, compliance officer
  • ✓ Comment threads + remediation tracker
Best for: organizations with a compliance officer, AI safety lead, or CTO who wants to own the governance process in-house. ARIA gives them the infrastructure — your team runs it.
Request a Walkthrough →
Consulting + Platform
ARIA Managed
Retainer
We run ARIA for you. Monthly retainer includes platform access plus dedicated expert time.
Pricing
Monthly retainer
Scoped to your organization — contact us
What you get
  • ✓ Everything in the ARIA Platform subscription
  • ✓ Monthly expert-led assessment review session
  • ✓ Dr. Golla or senior consultant conducts assessment
  • ✓ Findings interpreted in your clinical context
  • ✓ Remediation guidance — not just a gap list
  • ✓ Board and compliance officer presentation ready
  • ✓ No need to hire a dedicated AI governance resource
  • ✓ Continuous as regulations and your AI systems evolve
Best for: organizations that want the governance done right without building an internal AI compliance function. You get senior expertise monthly — at a fraction of a full-time hire.
Talk to Us About This →
One-Time Consulting
AI Governance
Assessment
A structured, expert-led point-in-time review — before a client audit, board review, or fundraise.
Pricing
Fixed price
Scoped engagement — 50% start, 50% delivery
What you get
  • ✓ Expert-led review of your AI governance posture
  • ✓ Written posture report — technical and executive views
  • ✓ ARIA platform access for the engagement period
  • ✓ 90-minute leadership readout session
  • ✓ Prioritized remediation roadmap
  • ✓ HIPAA, FDA CDS, and NIST AI RMF coverage
  • ✓ Delivered in 2 weeks
  • ✓ Option to convert to retainer after delivery
Best for: organizations preparing for an enterprise customer audit, investor due diligence, or regulatory review who need a defensible governance posture documented quickly.
See Full Assessment Details →
Quick Start
AI Endpoint
Onboarding Pilot
Connect your LLM endpoint. Run your first behavioral evaluation. See exactly where your AI stands — in 15 minutes.
Getting started
No contract
No commitment — if it's useful, we talk next steps
What you get
  • ✓ LLM endpoint registered and encrypted (6 cloud providers + self-hosted)
  • ✓ First evaluation run — 194 behavioral fixtures, scored pass/fail per framework
  • ✓ Baseline your team can trend against
  • ✓ Scheduled re-runs with a live drift threshold set
  • ✓ Optional real-time guardrails on every production call (Shape C)
  • ✓ Posture Summary PDF — shareable with your board or an auditor
If ARIA surfaces something useful, the same configuration carries forward into a subscription — nothing needs to be rebuilt. ARIA charges for orchestration; your LLM provider bills you directly for inference tokens ($0.01–$0.05 per evaluation run).
Start the Pilot →
Platform fees and consulting fees are separate. ARIA is software — subscription pricing covers platform access for your team. Consulting retainers and point-in-time assessments are professional services engagements where Aggi Technologies experts work directly with you. You can use the platform on its own, add consulting support, or engage consulting without the platform. We will recommend what genuinely fits your situation — not what maximizes a transaction.
Who ARIA Is Built For

The Market Every Enterprise Governance Platform Ignores

Enterprise AI governance platforms start at $100,000 per year, require six-month implementations, and were designed for manufacturing or financial services. ARIA is built for the organizations that need this infrastructure and have been left without it.

🏥
Healthcare AI Startups (Series A–C)
You've deployed an LLM in a clinical workflow. Enterprise customers are asking about your governance posture. Investors are asking about regulatory risk. You need a structured answer — not a slide deck.
🏗️
Regional Health Systems
You're running 20–50 AI tools across clinical and administrative workflows. No unified governance framework. No single view of your AI risk posture. ARIA gives you one.
🔬
Healthcare AI Vendors
Your clinical scribe, triage assistant, or diagnostic tool needs to demonstrate NIST AI RMF alignment and HIPAA compliance to every enterprise health system you're trying to sell to. ARIA generates that documentation.
⚖️
Compliance Officers & Legal Teams
You need audit-ready evidence that your AI systems were assessed, findings were tracked, and remediation was documented. ARIA's tamper-evident audit log and multi-format reports are built for exactly this.
📋
CTOs Without a Dedicated AI Governance Function
You don't have a Chief AI Officer, a dedicated compliance team, or the budget to build one. ARIA + the managed retainer is your AI governance function — at a fraction of a full-time hire.
💼
Boards and Investors
You want evidence-based assurance that the AI systems in your portfolio are being governed. ARIA's executive summary and board report give you that — scored, trended, and defensible.
Competitive Landscape

Why No Other Platform Serves Healthcare and Regulated AI Teams

Most alternatives are enterprise-priced, built for financial services, or lack the behavioral testing layer that proves your AI actually follows its policy. ARIA is the only continuous-compliance platform purpose-built for healthcare and other regulated industries — self-hostable, with real-time enforcement at mid-market pricing. Public information current as of June 2026. Verify at procurement.

Capability ARIA Credo AI Holistic AI VerifyWise IBM OpenPages
Healthcare-specific controls ✓ ✕ ✕ ✕ ✕
HIPAA + FDA CDS modules ✓ ✕ ✕ ✕ ✕
Behavioral AI testing (8 plugins) ✓ Integrates ✓ Partial ✕
Multi-cloud LLM (6 providers) ✓ ✕ ✕ ✕ ✕
Cross-standard propagation (183 mappings) ✓ 183 Manual Partial ✕ ✕
Continuous monitoring (8 pillars) ✓ Dashboard Dashboard ✕ ✕
Real-time LLM enforcement (Shape C) ✓ ✕ ✓ Enterprise ✕ ✕
Custom fixture uploads ✓ ✕ ✕ ✕ ✕
Accessible pricing ✓ $30K+ Custom ✓ $100K+

Start Governing Your AI.
Not When Something Goes Wrong — Now.

Whether you want a 15-minute onboarding pilot, platform access, a managed retainer, or a point-in-time assessment — reach out. We'll recommend what genuinely fits your situation.

Request a Walkthrough → Point-in-Time Assessment Start an Onboarding Pilot →
Aggi Technologies LLC  ·  Responsible AI, Verified.