AAmniZen AI
Practice 07 · Microsoft Ecosystem

AI Operations and Governance

Run AI like a regulated workload — because soon, you'll have to.

Our mission here

Engineered for the next decade,

We operate AI the way banks operate trading systems: continuous evaluation, drift detection, content safety, and audit-ready reporting across every Copilot, agent, and Foundry workload. Built on Azure AI Foundry, Purview, and Microsoft Responsible AI Standard — aligned to NIST AI RMF and the EU AI Act.

What we deliver

Capability,

00

Evaluation and red-team harnesses

Automated, scenario-based evals run on every release across quality, safety, and groundedness.

01

Drift, cost, and usage monitoring

Azure AI Foundry + App Insights dashboards for model, prompt, and consumption drift.

02

Responsible AI controls

Content safety, PII redaction, and policy enforcement aligned to your risk taxonomy.

03

Audit-ready reporting

EU AI Act, NIST AI RMF, ISO 42001, and internal-audit packs generated from operational data.

Microsoft stack

The platforms we run.

Azure AI FoundryPurviewAzure MonitorResponsible AI StandardEU AI ActNIST AI RMF
Outcomes

What you get.

  • Every model evaluated on every release
  • Drift and cost surfaced before users feel them
  • Audit packs generated, not assembled
Case Study · US

Proof, with numbers.

US
Global Payments Network · United States

AI ops platform that cleared an SR 11-7 audit on first review

Challenge

A payments network had 23 AI workloads in production across fraud, service, and operations, with no shared evaluation, drift, or audit surface — and an SR 11-7 model-risk audit on the calendar.

Solution

We unified evaluation, drift, content safety, and cost monitoring on Azure AI Foundry and Purview, with an audit pack generator mapped to SR 11-7, NIST AI RMF, and the firm's internal model-risk policy.

Impact
  • SR 11-7 audit cleared on first review, zero material findings
  • $6.2M annual Azure AI consumption optimised via drift and usage signals
  • Time-to-promote a new model cut from 11 weeks to 6 days
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