Articles tagged “rag”
9 articles
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: Best Document AI API 2026
LlamaParse and Reducto both parse PDFs and documents for LLM pipelines — but their target users are different. Here's the full comparison on accuracy.
Pinecone vs Qdrant vs Weaviate
Qdrant leads on raw performance (20ms p95, 15K QPS). Pinecone is the simplest managed option. Weaviate has the best hybrid search. The full comparison for.
Cohere vs OpenAI: Enterprise NLP API Comparison
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.
Embedding Models Compared (2026)
Which embedding model should you use for RAG in 2026? OpenAI text-embedding-3-small vs Cohere embed-v3 vs Voyage AI vs nomic-embed — MTEB benchmarks, cost.
How to Build a RAG App with Cohere Embeddings
Step-by-step guide to building retrieval-augmented generation with Cohere — embeddings, vector search, document chunking, and conversational RAG here.
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)
Retrieval-Augmented Generation (RAG) needs a vector database. Pinecone, Weaviate, and pgvector compared — performance, cost, setup, and when each wins.
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.