Your AI is only as good as your data. Yet, many companies spend millions on models without fixing the data layer.
We pre-processed 2M+ financial records, standardizing formats and removing noise. This boosted model accuracy from 72% to 96%.
Before building AI, invest in a Data Readiness Audit — your ROI depends on it.
Your AI is only as good as your data. Yet, many companies spend millions on models without fixing the data layer. Common Data Pitfalls Duplicated or incomplete records Inconsistent labeling or formats Lack of… This article reflects practical delivery experience across generative AI, machine learning, automation, and product engineering work for startups and growing software teams.
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softus-rag-v4.2
187ms
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$0.004
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prod / canary 25% — healthy
