Search Architecture
Upstream Vendor Lock-In Patterns That Compound When Your Retrieval Layer Wraps a Search Engine
Wrapping upstream search APIs creates hidden dependencies that compound across your entire stack.
Mirela Ostrowski
· 8 min read
AI Data Architecture Review
Entity Data Scale
Knowledge Graph Maintenance for Rapidly Changing Entity Attributes
Knowledge graphs need continuous maintenance mechanisms to stay accurate as facts change.
Priya Subramaniam9 min read
AI Data Security
Evaluating Web Retrieval API Vendors Against SOC 2 Type II Controls for Enterprise AI
SOC 2 Type II audits reveal how retrieval vendors handle live web content in AI pipelines.
Darnell Achebe8 min read
Hallucination Prevention
Live Index Freshness Requirements for Production RAG Grounding Pipelines
Production RAG systems need architecture that syncs updates across retrieval, vectors, and cache.
Tobias Wren-Castillo9 min read
Search Architecture
Infrastructure Control Planes in Web Retrieval and What They Mean for AI Data Quality
Controlling web retrieval infrastructure determines AI reasoning quality more than model capability.
Mirela Ostrowski9 min read
Search Architecture
Grounding Architecture Tradeoffs When AI Agents Depend on Live Web Retrieval
Design passage-level retrieval to manage latency, freshness, and context costs together.
Priya Subramaniam8 min read
Entity Data Scale
Entity Resolution Across Heterogeneous Web Sources
Reliable AI systems need infrastructure that identifies entities correctly before reasoning begins.
Tobias Wren-Castillo8 min read
Entity Data Scale
Freshness Monitoring for Entity Data in Production AI Applications
Stale entity data can produce confident AI answers without any error signal.
Priya Subramaniam9 min read
Entity Data Scale
Structured Data Extraction From Unstructured Web Content for Entities
Four pipeline stages turn messy HTML into reliable entity records for AI systems.
Tobias Wren-Castillo9 min read
AI Data Security
HIPAA Considerations for AI Systems That Retrieve Web Content
Architecture and vendor coverage determine whether web-retrieval AI meets HIPAA requirements.
Priya Subramaniam9 min read
AI Data Security
Contractual Data Ownership in AI Retrieval Vendor Agreements
Contracts must define data ownership, training rights, and exit terms in AI retrieval agreements.
Tobias Wren-Castillo9 min read
AI Data Security
Prompt Injection via Retrieved Web Content in Agent Pipelines
Attackers hide instructions in web content to hijack AI agent decisions.
Tobias Wren-Castillo9 min read
