Self-Host Qwen 2.5 14B for SEO Rewriting: $0/Month Alternative (vs Sonnet)

A 30-day blind test: 800 meta titles + 800 product descriptions rewritten by both Qwen 2.5 14B (self-hosted on a refurbished workstation) and Claude Sonnet 4, rated by 3 SEO contractors. The result is not a clean win for open weights — it's a split. Where Qwen breaks even, where it collapses, and the actual cost math behind self-hosting for repeat-pattern SEO work.

Orchestrate 3 AI Tools: ChatGPT Drafts, Claude Reviews, GPT-Image Adds Visuals

Orchestrate 3 AI Tools: ChatGPT Drafts, Claude Reviews, GPT-Image Adds Visuals

A production 3-model content pipeline where each AI does only what it is actually best at: ChatGPT drafts, Claude reviews, GPT-Image generates visuals. The actual hand-off prompts, the JSON contract between stages, the $0.41 / 18-minute cost and timing comparison vs single-model, and the model-identity-confusion failure mode that cost me a published post.

Self-Host Llama 3.3 70B for Marketing: Docker + Ollama + 4 Prompts That Justify It

Self-Host Llama 3.3 70B for Marketing: Docker + Ollama + 4 Prompts That Justify It

Self-hosting a 70B model sounds reckless for a marketing team. For 90% of teams it is. But there are 4 specific jobs — bulk ticket classification, private competitive intel, overnight SEO meta-generation, PII-redacted list cleaning — where the math flips and a single A100 + Ollama pays for itself in 4-7 months. Hardware reality, Docker compose, real throughput, and the 4 prompts.