The High-Performance Data Layer That Powers AI.
Vector search indexing, real-time embedding pipelines, semantic caching, and hybrid knowledge retrieval engineered for sub-second retrieval at enterprise scale.
AI Data Layer & Infrastructure
AI models are only as good as the context fed into them. Generic RAG implementations suffer from hallucination, slow retrieval latency, and outdated chunking that dilutes relevant facts.
We engineer production-grade AI data infrastructure: high-throughput vector pipelines, intelligent hybrid search algorithms, and semantic caching layers that deliver millisecond-level precision.
Data Layer Capabilities
Hybrid Vector & Keyword Indexing
Combining dense vector embeddings with BM25 sparse keyword search for pinpoint accuracy across technical terms, IDs, and conceptual queries.
Semantic Chunking & Parsing
Document hierarchy-aware chunking that preserves tables, code snippets, and section metadata rather than arbitrary token character splits.
Semantic Response Caching
In-memory vector caching that serves repeated semantic queries in < 10ms while reducing LLM API token costs by up to 60%.
Real-Time CDC & Vector Sync
Change Data Capture (CDC) pipelines that update vector indexes the millisecond records change in your primary PostgreSQL or MongoDB database.
Cross-Encoder Re-Ranking
Two-stage retrieval pipelines utilizing lightweight re-ranking models to filter top-k results for maximum context density and zero token bloat.
Row-Level Multi-Tenant Security
Strict metadata-based tenant isolation ensuring users can only retrieve and search documents they are explicitly authorized to view.
Infrastructure Blueprint
Schema
Audit & ModelingWe inspect your knowledge corpus and model custom metadata indexing schemas.
Embed
Pipeline EngineeringWe configure chunking strategies, embedding models, and vector database clusters.
Benchmark
Search PrecisionWe benchmark recall and MRR scores using automated synthetic question testing.
Scale
High-Load DeploymentWe deploy with semantic caching, query rate limits, and latency telemetry.
Build a reliable, high-speed data foundation for your AI systems.
Talk directly with our lead architects and engineers. No sales reps, no fluff — just technical scope and clear milestones.