MLOps & responsible AI · AWS vs Google Cloud
Amazon Augmented AI (A2I): Google Cloud equivalent
Google Cloud has no current equivalent of Amazon A2I.
Document AI's Human-in-the-Loop feature was deprecated, so human review must be built yourself (for example with a review app on Cloud Run).
Side-by-side comparison
| Aspect | Amazon Web Services | Google Cloud |
|---|---|---|
| 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; you pay for the services you build the review flow on. |
| Docs | Amazon Augmented AI (A2I) docs | — |
| Pricing page | Amazon Augmented AI (A2I) pricing | — |
Key differences
- Document AI Human-in-the-Loop was deprecated on Jan 16, 2024.
- A2I is also in maintenance on AWS.
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 →
- GCP
- Not applicable; you pay for the services you build the review flow on.
And on Azure?
No equivalent Azure has no first-party equivalent. AWS vs Azure comparison →
FAQ
Does Google Cloud have an equivalent to Amazon Augmented AI (A2I)?
Google Cloud has no current equivalent of Amazon A2I. Document AI's Human-in-the-Loop feature was deprecated, so human review must be built yourself (for example with a review app on Cloud Run).
How does pricing compare between Amazon Augmented AI (A2I) and Google Cloud?
AWS: Existing A2I customers pay per object reviewed plus workforce costs. Google Cloud: Not applicable; you pay for the services you build the review flow on. Check the official pricing pages for current rates.
What is the Azure equivalent?
Azure has no first-party 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).