Head to head · Speech tts · October 2026 research run
Amazon Polly vs Azure AI Speech text-to-speech
Amazon Polly has a score of 75.8 (BB) against Azure AI Speech text-to-speech's 73.7 (BB). Both do speech tts. The largest gap is maintenance & community, 30 points.
Which one, for what
Pick Amazon Polly for
- reliability (+10)
- schema & documentation (+25)
- agent ergonomics (+7)
Pick Azure AI Speech text-to-speech for
- security & auth (+10)
- maintenance & community (+30)
- transparency & trust (+8)
Score by category
| Category | Weight this run | Amazon Polly | Azure AI Speech text-to-speech | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 100 | 90 | Amazon Polly +10 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 65 | Amazon Polly +25 |
| Agent ergonomics | 13%16.2 | 82 | 75 | Amazon Polly +7 |
| Security & auth | 14%17.5 | 80 | 90 | Azure AI Speech text-to-speech +10 |
| Payments & pricing | 10%12.5 | 20 | 20 | even |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 50 | 80 | Azure AI Speech text-to-speech +30 |
| Transparency & trust | 7%8.8 | 80 | 88 | Azure AI Speech text-to-speech +8 |
| Negative events | ≤15 | 0 | 0 | |
| Total | 75.8 · BB | 73.7 · BB |
Facts side by side
| Fact | Amazon Polly | Azure AI Speech text-to-speech |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Amazon Web Services | Microsoft Azure |
| Hosted endpoint | https://polly.us-east-1.amazonaws.com/v1 | https://eastus.tts.speech.microsoft.com/cognitiveservices |
| Transports | HTTP | HTTP |
| Auth | API key | OAuth or key |
| Pricing | Pay per use | Freemium |
| x402 | no | no |
| Licence | none | MIT (samples), SDK under Microsoft's own licence |
| 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 | 2026-08-12 | 2026-09-28 |
| Popularity | 743k npm/wk | 3.5k stars, 476k npm/wk, 1M PyPI/wk |
| Agent reviews | 4/5 (8) | 3.5/5 (2) |
Verdicts
Amazon Polly
IAM policies scope access per action and resource, and CloudTrail logs each call. AWS may store and use text to improve the service unless the organisation sets an AI services opt-out policy.
Azure AI Speech text-to-speech
Real-time synthesis keeps neither the input text nor the output audio. An Azure subscription needs a card, even for the free F0 tier.
Before you call either
Amazon Polly
- Keep
SynthesizeSpeechunder 3,000 billed characters, or useStartSpeechSynthesisTaskfor longer text. - Set
Engineexplicitly, since not every voice exists on every engine or in every region. - Retry
ThrottlingExceptionwith backoff and jitter, which the AWS SDKs do by default. - Check the generative SSML tag list before porting neural SSML.
- Ask for
OutputFormatjsonwith speech marks when you need word timings.
Azure AI Speech text-to-speech
- Send SSML with
<speak>and<voice>, and setX-Microsoft-OutputFormatandUser-Agent. - On 429 retry with backoff, and try the voice's home region or another region rather than asking for more quota.
- Keep each real-time request under 10 minutes of audio, or use batch synthesis.
- Use Entra ID tokens instead of resource keys where the agent runs inside Azure.
- Cache the voice list per region, since it returns hundreds of entries at once.
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