Articles tagged “rag”
11 articles
Tavily vs SerpAPI vs Brave Search API 2026
Tavily, SerpAPI, and Brave Search solve web search differently. Compare agent-ready output, Google SERP fidelity, and independent index tradeoffs in 2026.
Best AI Search APIs for Agents 2026
AI search APIs power agentic workflows with structured web results. Compare Exa, Tavily, Brave Search, and Perplexity on pricing and accuracy for 2026.
How to Build a RAG App with Cohere Embeddings 2026
Build a RAG app with Cohere: document chunking, Embed v4 embeddings, pgvector storage, reranking, conversational retrieval, and API route. Full walkthrough.
Firecrawl vs Jina vs Apify: Best Scraping API 2026
Firecrawl, Jina Reader, and Apify dominate the AI web scraping API space. Pricing, speed, RAG accuracy, and JavaScript rendering compared for 2026 now.
LlamaParse vs Reducto 2026: PDF Parsing API Compared
Reducto scores ~20% better on complex PDFs and offers SOC 2 + HIPAA compliance. LlamaParse has 10K free credits/month and native LlamaIndex integration.
Pinecone vs Qdrant vs Weaviate 2026
Qdrant leads on raw performance (20ms p95, 15K QPS). Pinecone is the simplest managed option. Weaviate has the best hybrid search. Full comparison 2026.
Cohere vs OpenAI: Enterprise NLP API Comparison 2026
Cohere's Embed v4 leads MTEB at 65.2 and Rerank 3.5 costs $2/1K searches. OpenAI has the broader ecosystem. We compare embeddings, RAG, and generation.
OpenAI vs Voyage vs Cohere: Embedding Models 2026
Which embedding model for RAG in 2026? OpenAI text-embedding-3-small vs Voyage AI vs Cohere embed-v3 vs nomic-embed — MTEB benchmarks, cost, and tradeoffs.
Vector Database APIs Compared (2026)
Pinecone serverless costs $0.33/GB storage plus $8.25/1M reads — zero ops but expensive at scale. Qdrant delivers 22ms p95 latency at half the cost in 2026.
Building a RAG Pipeline (2026)
Build a production RAG pipeline in 2026 — pgvector for existing Postgres, Pinecone for managed scale, Weaviate for AI-native hybrid search. Setup + benchmarks.
Vercel AI SDK vs LangChain: Building AI Apps in 2026
Vercel AI SDK 6 delivers 30ms p99 streaming with native React hooks and 25+ model providers. LangChain's 47M+ monthly downloads make it the production.