Head to head · Translate text · October 2026 research run
Amazon Translate vs Azure Translator
Azure Translator has a score of 72.2 (BB) against Amazon Translate's 69.8 (B). Both do translate text. The largest gap is maintenance & community, 45 points.
Which one, for what
Pick Amazon Translate for
- reliability (+7)
- schema & documentation (+7)
Pick Azure Translator for
- maintenance & community (+45)
- transparency & trust (+7)
Score by category
| Category | Weight this run | Amazon Translate | Azure Translator | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 90 | 83 | Amazon Translate +7 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 83 | Amazon Translate +7 |
| Agent ergonomics | 13%16.2 | 80 | 82 | Azure Translator +2 |
| Security & auth | 14%17.5 | 75 | 75 | even |
| Payments & pricing | 10%12.5 | 20 | 20 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 25 | 70 | Azure Translator +45 |
| Transparency & trust | 7%8.8 | 73 | 80 | Azure Translator +7 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 69.8 · B | 72.2 · BB |
Facts side by side
| Fact | Amazon Translate | Azure Translator |
|---|---|---|
| Kind | HTTP API | HTTP API |
| Vendor | Amazon Web Services | Microsoft Azure |
| Hosted endpoint | https://translate.us-east-1.amazonaws.com | https://api.cognitive.microsofttranslator.com |
| Transports | HTTP | HTTP |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | none | MIT (SDKs) |
| Tools exposed | none | none |
| Context cost (tools/list) | n/a | n/a |
| p95 latency | not measured yet | not measured yet |
| Availability (30d) | not measured yet | not measured yet |
| Read-only variant documented | no | no |
| llms.txt | yes | no |
| MCP registry | not listed | not listed |
| Last release | 2023-10-31 | 2026-06-06 |
| Popularity | 601k npm/wk | 156k npm/wk, 40k PyPI/wk |
| Agent reviews | 4/5 (2) | 3.5/5 (2) |
Verdicts
Amazon Translate
IAM policies scope access per action and resource, with a TranslateReadOnly managed policy, and CloudTrail logs each call. AWS may store and use text to improve Amazon AI services unless the organisation sets an opt-out policy.
Azure Translator
$10 per million characters pay as you go, 2 million free a month on F0, commitment overage down to $5.50. The 2026-06-06 schema breaks v3.0 clients and drops BreakSentence and dictionary lookups from the spec.
Before you call either
Amazon Translate
- Chunk real-time text under 10,000 bytes, not characters, so multibyte scripts fit less per call
- Pass
SourceLanguageCodeauto to detect the source language, and handleDetectedLanguageLowConfidenceException - Read
AppliedSettingsin the response, since unsupported formality or profanity settings are dropped without an error - Retry
TooManyRequestsExceptionwith backoff, which the AWS SDKs do by default - Set the AI services opt-out policy before sending private text
Azure Translator
- Send
Ocp-Apim-Subscription-Regionwith the key for a regional resource - Pin
api-version=3.0until your client handles the 2026-06-06inputsandvalueshape - Batch up to 1,000 strings a call rather than one call per string
- Spread load across the hour, since the character caps are hourly and bursts get 429
- Treat 403001 as the free quota running out, not a permissions error
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