Abhirath Dubey

Most voice AI startups ignore this...

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β€œπ˜ π˜ͺ𝘯𝘡𝘦𝘳𝘳𝘢𝘱𝘡𝘦π˜₯ 𝘡𝘩𝘦 𝘒𝘨𝘦𝘯𝘡, 𝘣𝘢𝘡 𝘸𝘩𝘺 π˜₯𝘰𝘦𝘴 π˜ͺ𝘡 𝘴𝘡π˜ͺ𝘭𝘭 𝘴𝘩𝘰𝘸 𝘡𝘩𝘦 𝘧𝘢𝘭𝘭 𝘈𝘐 𝘳𝘦𝘴𝘱𝘰𝘯𝘴𝘦 π˜ͺ𝘯 𝘡𝘩𝘦 𝘡𝘳𝘒𝘯𝘴𝘀𝘳π˜ͺ𝘱𝘡?”


This is a common problem in voice AI.

When the transcript shows the full response even after an interruption, two things go wrong:

1. It misrepresents the real conversation.

2. It gives the AI wrong context β€” because in reality, the agent never got to finish speaking.


Most teams ignore this, but it directly affects LLM accuracy and trust.


At HollrAI, we’re solving these small but critical details that make conversations feel real and reliable.

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