Features
Cleaning Raw HTML Into LLM-Ready Text Without Losing Structure
A three-stage pipeline preserves semantic structure while removing noise that wastes LLM context.
Elena Fontaine
· 8 min read
Search Intelligen
API Benchmarks
Vendor Lock-In Risks When Choosing a Search API
Four hidden layers bind agents to search providers and compound the cost of switching.
Priya Sinclair8 min read
Deep Research
Multi-Step Research Agents That Plan, Search, Read, and Return Cited Reports
Agents need five separate stages to produce research reports readers can verify.
Marcus Rossi9 min read
RAG Infrastructure
Context Window Optimization for Grounded LLM Responses
Cleaning data before inference matters more than expanding context window size.
Daniel Ellison8 min read
RAG Infrastructure
Chunking Strategies for Web-Retrieved Content
Web chunking strategies must vary by source structure, not rely on universal token counts.
Elena Fontaine8 min read
RAG Infrastructure
Evaluating Groundedness in LLM Outputs
Rigorous evaluation requires decomposing claims and connecting metrics to deployment gates.
Marcus Rossi8 min read
RAG Infrastructure
Freshness vs Relevance Trade-Offs in RAG Systems
Balancing document freshness and semantic relevance determines retrieval accuracy.
Marcus Rossi9 min read
RAG Infrastructure
Hybrid Retrieval Combining Vector Search and Live Web Data
Routing queries to the right source matters more than choosing between them.
Daniel Ellison7 min read
Tavily vs Others
Published Pricing and Rate Transparency Among AI Search API Providers
Comparing AI search API prices requires measuring cost per completed task, not just rate cards.
Priya Sinclair8 min read
Research APIs
Building Sector-Specific Research Agents Beyond Finance
Four design principles make research agents work across healthcare, legal, and supply chain.
Marcus Rossi8 min read
Research APIs
Structured Output Formats for AI Financial Responses
Financial AI needs schemas with validation and citations, not just formatted JSON.
Priya Sinclair9 min read
Research APIs
Evaluating AI-Generated Financial Summaries for Accuracy
Traceability to live sources matters more than model accuracy in financial AI.
Elena Fontaine12 min read
