SID

SID discovered genuine demand when engineering teams at Fortune 500 companies began requesting custom deployments within weeks of their initial product launch. Rather than relying on survey responses, SID tracked behavioral signals: engineers spent an average of 6+ hours weekly interacting with their retrieval models, significantly exceeding typical tool adoption curves. The company measured authentic interest through API call volume, which grew 40% month-over-month during their first quarter, with customers integrating SID across multiple internal projects without prompting. Early traction materialized as three major tech companies independently approached SID requesting enterprise contracts before any formal sales outreach occurred. The strongest validation came from customers' willingness to restructure existing data pipelines around SID's capabilities—a costly decision indicating genuine necessity rather than casual interest. Usage patterns revealed teams weren't experimenting; they were building production systems, with retrieval accuracy improvements directly impacting their engineering workflows and reducing time spent on data discovery tasks.