Self-Hosting AI Image Models for a Small Business in 2026: Which Weights You Can Sell Without a Licence Fee, and When a $0.27 GPU Beats the API
For a small business self-hosting image generation, the licence decides more of the bill than the GPU. FLUX.2 [klein] 4B is Apache-2.0 and free…
Cut through the AI tool noise.
What we found testing the tools, what things actually cost, and what changed this week. Written from evidence, never from a press release.
Self-Hosting AI Image Models for a Small Business in 2026: Which Weights You Can Sell Without a Licence Fee, and When a $0.27 GPU Beats the API
For a small business self-hosting image generation, the licence decides more of the bill than the GPU. FLUX.2 [klein] 4B is Apache-2.0 and free…
Fine-Tuning an LLM in 2026: The Same 30-Million-Token Run Bills $12 or $90, and One Platform Google Recommends Has Redirected Its Whole Domain to Another Company
A LoRA supervised fine-tune of gpt-oss-20B on 30 million training tokens bills $12.00 on Together AI and $90.00 on Fireworks AI, because one prices…
Best Open Source LLM Serving Stacks in 2026: Hugging Face Archived TGI and Named Its Replacements, and One Identical Model Bills $0.17 or $0.95 per Million Output Tokens Depending on Who Runs It
Hugging Face archived text-generation-inference, the stack Google still ranks fourth for this query, and its README now points at vLLM and SGLang. Then we…
Self-Hosted vs Managed Vector Search in 2026: What a RAG Team’s First Million Vectors Really Costs, $76 to $400 a Month, and Why Every Advertised Per-Vector Rate Is a Full-Capacity Rate
All five managed vector services Google names, each asked through its own pricing calculator on 16 September 2026 for the same one million 768-dimensional…
This Week in AI Tools: Oct 5, 2026
Every week we publish what changed across the 1,695 AI tools we have scored, plus a handful worth your attention. This is the issue…
Best MCP Servers for Web Scraping in 2026: Bright Data vs Firecrawl vs Apify vs Browserbase, Priced per 1,000 Pages for AI Agent Teams
For a team feeding live web pages to AI agents, 100,000 pages a month costs $99 on Firecrawl Standard, $142.50 on Bright Data pay…
Best MCP Servers for Claude Code and Cursor Teams in 2026: 12 Maintained Picks, 6 With No Price Tag, and What the Other 6 Cost a Month
12 maintained MCP servers for developers and small teams on Claude Code, Cursor or another coding agent, each checked against its own repository, package…
Best Claude Code Subagents in 2026: The 12 Most Installed, Which Ones Save an Engineering Team Review Time, and What Each Costs to Run
The 12 most installed Claude Code subagents, from the open Claude Code Templates registry (aitmpl.com), 2026-09-26, audited file by file on 27 September 2026.…
Best RAG Frameworks for a Team Knowledge Assistant in 2026: Four of Six Publish a Price, Paid Plans Start at $29 a Month, and the Leader Needs a Sales Call at Customer Two
All 8 RAG frameworks Google names, audited against their own LICENSE files and last push dates on 15 September 2026. 4 of 6 publish…
This Week in AI Tools: Sep 28, 2026
Every week we publish what changed across the 1,682 AI tools we have scored, plus a handful worth your attention. This is the issue…
AI Sales Tools in 2026: 5 of the 13 Google Names Will Not Print a Price, and a Seat on the 7 That Do Runs $84 to $6,600 a Year
Customer acquisition cost needs a spend figure, and 5 of the 13 AI sales tools Google names for this query publish no rate at…
Best AI SEO Tools in 2026: One Tracked AI Prompt Costs $0.0312 a Month on One Tool and $25.80 on Another
Every AI SEO tool now publishes a prompt allowance beside a plan price, and nobody divides. Across 30 plans from 8 vendors, one tracked…