This workflow is designed specifically to measure end-to-end latency for voice-based AI interactions, rather than to provide full answers. Incoming audio (in Kikuyu or other selected languages) is transcribed, processed by an AI assistant with a maximum output of 10 tokens, and then synthesized back to audio. This setup allows for reliable benchmarking of system response time across the transcription, AI, and text-to-speech components.

This workflow is designed specifically to measure end-to-end latency for voice-based AI interactions, rather than to provide full answers. Incoming audio (in Kikuyu or other selected languages) is transcribed, processed by an AI assistant with a maximum output of 10 tokens, and then synthesized back to audio. This setup allows for reliable benchmarking of system response time across the transcription, AI, and text-to-speech components.

AI assistant for African farmers that accepts Kikuyu audio, transcribes and responds in English. Powered by GPT-4o Audio for accurate speech recognition and practical farming advice.

This workflow converts spoken Kikuyu audio into English and Kikuyu text responses, powered by state-of-the-art speech recognition, translation, and GPT-4.1. Designed to assist African farmers, it provides accurate, up-to-date information in both languages. Use it to transcribe, translate, and interact with agricultural knowledge hands-free.

Here we take an input sample of Kikuyu phrases (and their expert transcription and English translations) and compare the top Speech Reco and Translation models. As of Mar 25, 2025, we've found that Meta's MMS-Large works best for Kikuyu with Ghana NLP's Kikuyu to English translation services.

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Compare Kinyarwanda Speech Recognition and Translation to English with this run.

Compare Swahili Speech Recognition and Translation to English with this run. We have 10 variations in this. Including the latest Seamless M4T v2, MMS, Azure, Whisper v3 and more.