Prompt

What's the most reliable speech-to-text API for summarizing spoken product feedback from long interviews?

Latest observation

Jul 20, 2026 · OpenAI APIWeb search: off

If your priority is reliability on long, messy product interviews, the best default choice is usually:

Top pick: OpenAI Whisper API

Why it’s strong

  • Very good accuracy on real conversational speech
  • Handles accents, filler words, interruptions, and imperfect audio well
  • Good for long-form interviews
  • Widely used and straightforward to integrate

Best when

  • You want strong transcription quality without a lot of tuning
  • Audio quality is mixed
  • You’ll summarize the transcript afterward with an LLM

Other strong options

Google Speech-to-Text

  • Excellent for enterprise use
  • Strong diarization and streaming support
  • Good if you need advanced deployment controls

Deepgram

  • Often very good for long recordings and business calls
  • Fast, scalable, and developer-friendly
  • Strong punctuation, speaker labeling, and custom vocabulary options

AssemblyAI

  • Good transcription plus built-in summarization and topic detection features
  • Convenient if you want transcript-to-insights in one platform

Practical recommendation for product feedback interviews

For the most reliable workflow, I’d use:

  1. Deepgram or Whisper for transcription
  2. A summarization model to extract:
    • pain points
    • feature requests
    • sentiment
    • recurring themes
    • direct quotes

If you want a single vendor with good “speech-to-insight” features, AssemblyAI is worth a look.

My short answer

  • Best overall transcription reliability: OpenAI Whisper API
  • Best if you need enterprise features / speaker handling: Google Speech-to-Text
  • Best if you want transcription + analytics in one: AssemblyAI
  • Best developer-friendly alternative for long interviews: Deepgram

If you want, I can also give you a ranked comparison by accuracy, cost, diarization, and summarization support.

Observation history

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How did Obsurfable measure this prompt?

Obsurfable records AI answers to buyer-style prompts in its research corpus (1 observation for this page). Metrics are distributions over observations, not a single static ranking.

Which AI systems does Obsurfable collect answers from?

OpenAI, ChatGPT, Google, Gemini, Google AI Mode, Anthropic, Claude, Perplexity, Grok, DeepSeek, Mistral, Copilot, and Meta AI.