LayerFlow Blog

Budget caps, model routing, and cost control.

Practical guides on hard budget caps, per-project attribution, BYOK gateways, and routing models on price instead of guesswork.

Filtered by tag #embeddings Clear

Aug 27, 20267 min read

Embedding Cost Optimization: Cut Vector Costs Without Cutting Recall

How to cut embedding costs: model choice, dimension reduction, caching, and batching — with real numbers for corpus and query spend.

Aug 10, 20267 min read

Vector databases compared in 2026: pgvector, Pinecone, Weaviate, Qdrant, Milvus. Features, costs, and how to choose for RAG and semantic search.

Aug 10, 20266 min read

Embedding models compared: OpenAI, Cohere, open-source options. Dimensions, cost, retrieval quality, and how to choose for your RAG pipeline.