Under the Hood: Vexrail Technology.
A privacy-first, scalable architecture powering real-time intent analytics and ad serving. Built for performance and trust.
The Vexrail SDK collects prompt and response events from user apps in real time. Events are sent asynchronously, adding virtually zero latency.
In the cloud, each prompt is transformed into a vector and grouped via semantic similarity. Related questions form intent clusters.
We overlay a knowledge graph linking keywords/entities to clusters. This bridges specific phrasing (e.g., "NYC flight") to general intent ("Travel").
Our AI models evaluate each cluster for monetization potential, estimating metrics like CTR to guide high-value opportunities.
Low-latency ad serving API fetches relevant content in under 50ms, ensuring the user experience remains seamless.
Interactions feed back into the system, improving IntentScore accuracy and guiding better placements in a virtuous cycle.
Built for Scale
Vexrail is built like an enterprise-grade system from day one. We combine streaming data pipelines, vector databases, and predictive AI models.
Cloud-Native
Horizontally scalable architecture handling millions of events.
Best-in-Class Data Stack
Leveraging Redis for caching and ClickHouse for analytics at scale.
Privacy First
Data is anonymized and encrypted (TLS/at-rest). No raw user queries stored.
Engineered for Reliability
From day one, Vexrail is a platform built for reliability, security, and speed — so you can trust it as a foundation of your AI app or advertising strategy for years to come.