MLOps & responsible AI
Amazon Augmented AI (A2I): Azure equivalent
Azure has no direct equivalent of Amazon Augmented AI (A2I), and A2I itself is in maintenance (no new customers since the June 30, 2026 announcement).
Side-by-side comparison
| Aspect | Amazon Web Services | Microsoft Azure |
|---|---|---|
| Service | Amazon Augmented AI (A2I) Maintenance | No first-party equivalent |
| Lifecycle | No longer open to new customers (lifecycle announcement June 30, 2026). | — |
| What it is | Human review loops for low-confidence ML predictions (Textract, Rekognition, custom models). | — |
| Pricing model | Existing A2I customers pay per object reviewed plus workforce costs. | Not applicable. |
| Docs | Amazon Augmented AI (A2I) docs | — |
| Pricing page | Amazon Augmented AI (A2I) pricing | — |
| Exams | MLA-C01 Retiring | — |
Key differences
- On Azure, human review is typically built with Logic Apps or Power Automate approvals plus confidence scores from Document Intelligence or Content Understanding. That's a pattern, not a managed service.
Pricing summary
Pricing models only. No prices are quoted because they change by region and over time.
- AWS
- Existing A2I customers pay per object reviewed plus workforce costs. Amazon Augmented AI (A2I) pricing →
- Azure
- Not applicable.
Certification exam mapping
| Exam | Provider | Level | Status |
|---|---|---|---|
| AWS Certified Machine Learning Engineer – Associate MLA-C01 | AWS | Associate | retiring Being updated to MLA-C02 (beta registration opened Sep 1, 2026). Last day for MLA-C01 in English was Sep 28, 2026; Korean, Japanese, and Simplified Chinese remain until MLA-C02 GA. |
Relevance is based on each exam's published scope, not a line-by-line objective match. Check the official study guide.
Verification notes
- The Azure pattern described is a common practice, not a Microsoft-documented A2I replacement.
FAQ
Does Azure have an equivalent to Amazon Augmented AI (A2I)?
Azure has no direct equivalent of Amazon Augmented AI (A2I), and A2I itself is in maintenance (no new customers since the June 30, 2026 announcement).
How does pricing compare between Amazon Augmented AI (A2I) and Azure?
AWS: Existing A2I customers pay per object reviewed plus workforce costs. Azure: Not applicable. Check the official pricing pages for current rates.
Which certification exams cover this topic?
AWS Certified Machine Learning Engineer – Associate (MLA-C01) [retiring].