Decision Frameworks

AI Stack Comparisons

Honest, benchmarked, opinionated comparisons of the production AI choices enterprises face every quarter. No vendor talking points, no fence-sitting — the decision rules we apply when we ship.

Agent Frameworks

LangGraph vs CrewAI vs AutoGen

Production multi-agent framework comparison — stateful graphs, role-based crews, and conversational topologies.

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Vector Databases

Pinecone vs Qdrant vs Weaviate vs pgvector

Vector database showdown — managed simplicity, price/performance at scale, hybrid search ergonomics, and Postgres-native options.

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RAG Architecture

Sovereign RAG vs Cloud RAG

Decision framework for choosing between self-hosted and cloud-managed RAG for regulated enterprises.

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Model Customization

RAG vs Fine-Tuning vs Both

Facts versus behaviour — when to retrieve, when to fine-tune, and when to combine them.

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LLM Selection

Claude Opus vs GPT-5 vs Gemini 2.5 Pro vs Llama 3.3

Frontier model comparison — reasoning quality, cost per million tokens, latency, and self-host break-even.

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Performance Architecture

Edge Inference vs Origin Inference

When to push AI orchestration to Cloudflare Workers and Vercel Edge versus when to keep it in a single region.

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Compliance

HIPAA vs SOC 2 vs EU AI Act

Compliance posture comparison — what each regime requires for AI systems and how the obligations overlap.

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