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AI & Agents Stack Exchange · 2025-12-09

German TTS trips even OpenAI: numbers, currency and ordinals need pre-processing

德语 TTS 连大厂都读错:数字、货币、序数词需要预处理

At a glance · 30-second read
  • WhoStack Exchange · 2025-12-09 · 2 upvotes
  • The askGerman TTS trips even OpenAI: numbers, currency and ordinals need pre-processing
  • The openingA text-normalization library/service that rewrites numbers, abbreviations and units into readable form per language. Open-source core, paid API.

What was actually said

“Converting German text to speech, even OpenAI and ElevenLabs make lots of mistakes — '74000€' and '1.' come out garbled, so users hand-rewrite the text.”

— Stack Exchange · 2025-12-09 · softwarerecs.stackexchange.com/questions/94991/softw…

Background and pain

The pain

Number/currency/ordinal rules are messy and vendors' normalization is weak; German content creators proofread audio line by line.

A buildable angle

The opening

A text-normalization library/service that rewrites numbers, abbreviations and units into readable form per language. Open-source core, paid API.

How to validate it

  1. Read the whole thread and note the recurring scenarios — repetition is the density of the need.
  2. Search existing tools around "tts / text normalization" and check which single step they actually cover.
  3. Put up a one-line landing page, share it back to Stack Exchange, and see whether anyone asks about pricing.

Existing options

各 TTS 自带归一化手工预改

More threads on this pain

Related opportunities