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Kugel Ear

Speech-to-text that only asks when it's unsure

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Speech-to-text for voice agents that only asks about the word it's unsure of. Your bot gets that word flagged, with the other spellings it heard, and asks once, like a person would, instead of making callers spell everything. €0.48 per hour.

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PH · launched Oct 22, 2026 · 81 upvotes (top 2%)

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Could you build this?

Partial Wrapping a streaming ASR API and returning n-best alternatives is doable. Flagging only uncertain words reliably, with low latency and a voice-agent integration, needs real speech-engineering work.

What it would actually take: Stream audio to an ASR model (Whisper-based or a provider API) that returns word-level confidence and alternative hypotheses, then apply a threshold policy to decide which words to clarify. The hard parts are calibrating confidence, keeping latency low over telephony audio, and integrating with voice-agent frameworks, which needs speech-ML experience.

Competitors

Other products that read as similar to this one : 436 launches clear the similarity bar, closest 8 shown.

Attention rank: #12 of 437 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 349 days after the earliest competitor.

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