About
A consulting practice built by practitioners who have shipped data platforms, AI products, and enterprise infrastructure.
Technology Evolution Solutions, LLC
Technology Evolution Solutions, LLC is a product and AI consulting practice led by Joseph deBuzna. We work with ISVs in the data connector market, enterprise data platform teams, and leadership teams navigating the transition from proven data infrastructure to AI-native products.
Our engagements span strategy and architecture: defining connector strategies and intelligent AI context layers that give customers and their AI agents governed access to historical data; designing inference routing and observability systems that benchmark models on accuracy, cost, and latency; and deploying native vector search inside existing Postgres, Oracle, and BigQuery environments.
We also architect MCP servers that enable agentic, self-service creation of data pipelines across Oracle and Fivetran environments — expanding enterprise data lake access for AI inference without forcing rip-and-replace migrations.
The common thread is practical execution. We advise executive leadership on roadmap sequencing and work alongside engineering teams to make the architecture real.
Areas of depth
Data Connectors
Strategy and architecture for ISVs connecting to warehouses and lakes.
AI Context Layers
Governed retrieval layers for customer-facing and internal AI agents.
Inference Observability
OpenTelemetry-based benchmarking, cost tracking, and routing.
Enterprise Vector Search
Native HNSW/IVF deployments in Postgres, Oracle, and BigQuery.