Real-World TTS Evaluation: Sarvam AI's Bulbul V3 vs ElevenLabs and Cartesia

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Josh Talks69K followers

What does it take to evaluate voice models in the real world? We ran a large‑scale Indic TTS evaluation, stress‑testing Sarvam AI’s Bulbul V3 against ElevenLabs and Cartesia, backed by 44,000+ human votes from over 1,000 listeners. This wasn’t about synthetic benchmarks. It was about how voices actually sound to people - across languages, accents, and real listening conditions. For TTS systems, especially in India, human‑centric evaluation isn’t optional infrastructure. It’s how quality is defined.

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