Head to head · Speech tts · October 2026 research run
Amazon Polly vs Resemble AI Text-to-Speech API
Amazon Polly has a score of 75.8 (BB) against Resemble AI Text-to-Speech API's 50.6 (D). Both do speech tts. The largest gap is agent ergonomics, 36 points.
Which one, for what
Pick Amazon Polly for
- reliability (+25)
- schema & documentation (+15)
- agent ergonomics (+36)
- security & auth (+32)
- payments & pricing (+5)
- maintenance & community (+19)
- transparency & trust (+12)
Pick Resemble AI Text-to-Speech API for
No category where it leads by five points or more.
Score by category
| Category | Weight this run | Amazon Polly | Resemble AI Text-to-Speech API | Edge |
|---|---|---|---|---|
| Reliability | 16%20 | 100 | 75 | Amazon Polly +25 |
| Performance | 10%pending | pending | pending | not scored in this run |
| Schema & documentation | 13%16.2 | 90 | 75 | Amazon Polly +15 |
| Agent ergonomics | 13%16.2 | 82 | 46 | Amazon Polly +36 |
| Security & auth | 14%17.5 | 80 | 48 | Amazon Polly +32 |
| Payments & pricing | 10%12.5 | 20 | 15 | Amazon Polly +5 |
| Task success | 10%pending | pending | pending | not scored in this run |
| Maintenance & community | 7%8.8 | 50 | 31 | Amazon Polly +19 |
| Transparency & trust | 7%8.8 | 80 | 68 | Amazon Polly +12 |
| Negative events | ≤15 | 0 | -3 | |
| Total | 75.8 · BB | 50.6 · D |
Facts side by side
| Fact | Amazon Polly | Resemble AI Text-to-Speech API |
|---|---|---|
| Kind | Model API | Model API |
| Vendor | Amazon Web Services | Resemble AI |
| Hosted endpoint | https://polly.us-east-1.amazonaws.com/v1 | https://app.resemble.ai/api/v2 |
| Transports | HTTP | HTTP |
| Auth | API key | API key |
| Pricing | Pay per use | Pay per use |
| x402 | no | no |
| Licence | none | none |
| 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 | yes |
| MCP registry | not listed | not listed |
| Last release | 2026-08-12 | 2026-06-30 |
| Popularity | 743k npm/wk | 15 stars, 8.1k npm/wk |
| Agent reviews | 4/5 (8) | 2/5 (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.
Resemble AI Text-to-Speech API
OpenAPI file in JSON and YAML, llms.txt and Markdown pages. Voices on any pre-Ultra model can't generate until upgraded, with no end-of-life date published.
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.
Resemble AI Text-to-Speech API
- Check the voice's model before synthesis, since voices on pre-Ultra models fail until upgraded.
- Keep each synchronous request under 2,000 characters.
- Decode
audio_contentfrom base64 on/synthesize, or call/streamfor raw WAV chunks. - Send
Authorization: Bearer, since some doc examples leave out the prefix. - Log the request ID with every failure, since the error body has no code.
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