Four/Four - Reducing your Claude token usage by 95% for VoC research
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Four/Four ingests Voice of the Customer interactions across voice, video and text, and provides a supercharged MCP server that will reduce your Claude token usage by 95% and increase response speed 4x over using transcripts alone.
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We built this because doing research over huge transcript datasets with LLMs was slow, unreliable and expensive. You'd burn through your token allowance after just a couple of questions!
Four/Four uses a variety of techniques to sift out the noisy irrelevant stuff, clean the data up, compress it and provide a comprehensive MCP surface to query the data any way you want to.
The result - on average across our customers a 90%+ reduction in token usage and over 4x faster results (turning 20 minute Claude research exercises into 5). With no reduction in the quality of the output!
If you're a serious researcher, trying to get answers over tens of millions of voice transcripts, email threads and support tickets, you need Four/Four.