Tag: self hosted
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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 to sell from; its 9B sibling, FLUX.2 [dev] and FLUX.1 [dev] are non-commercial. Stability AI and Midjourney both end “free” at exactly $1,000,000 of revenue. A $0.27 Runpod A5000 beats the…
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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 per model and the other prices in parameter bands with a six-fold step at 16 billion. Of the managed platforms Google names, Predibase now redirects its whole domain to another company…
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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 priced one identical open-weight model across every provider publishing a rate on 17 September 2026: $0.17 to $0.95 per million output tokens, and at the one rate 8 of them share,…
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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 vectors. The answers ran $50 to $400 a month. Every advertised per-vector rate turns out to be a full-capacity rate: the cluster type Zilliz advertises at $5 per million returns $189.44,…
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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 registry and pricing page on 27 September 2026. 6 carry no price of their own. The other 6 start free, and at entry paid tiers the 5 with a monthly price…
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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 a price and paid plans start at $29 a month. Dify is the most starred at 155,802 and needs a commercial licence the moment you serve a second workspace. Cognita is…
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Open Source Web Scrapers for Lead Lists in 2026: $0 a Month Against Firecrawl’s $99, and the 4 Licences That Decide If You Can Sell the Output
A self-hosted scraper is $0 in licence against $99 a month for 100,000 pages on Firecrawl Standard. We audited 19 scraper repositories through GitHub’s API on 9 September 2026: 3 are AGPL-3.0, including the most starred one, and one more is SSPL. Plus Zyte’s 268-times price range, Thunderbit’s two different Starter plans, and the BeautifulSoup…
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ElevenLabs vs Open Source TTS in 2026: Cost Per Finished Minute, and the Licence That Decides It
ElevenLabs costs $0.148 a finished minute at best on a plan and $0.045 on the Flash API. Self-hosted open source costs $0 to licence. We audited all 13 open source voice projects in our catalogue against their own repositories on 2 September 2026: 2 publish model weights you are not permitted to sell the output…
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Self-Hosting an LLM in 2026: A Small Team Needs 675 Tokens a Second, Nonstop, Before a $244.80 GPU Beats a $0.14 API
A $244.80 a month RTX 4090 on Runpod Community Cloud only beats Together AI Llama 3 8B Instruct Lite above 1.75 billion tokens a month, which is 675 tokens a second sustained for 30 days. Against gpt-6-astra the same trade needs 18 a second. All rates read from vendor pricing pages on 4 September 2026,…
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Open Source Alternatives to Paid AI Tools in 2026: $560.50 a Month Off a Small Team’s Bill, and the Three Licences That Decide If You Can
A small team on Zapier, Pinecone, Algolia, Datadog, 5 ChatGPT seats and ElevenLabs pays $560.50 a month, $6,726 a year, verified 3 September 2026. The self-hosted replacements cost $0 to licence. Of the 16 repositories behind them GitHub reports a real licence for 13 and “Other” for 3, and those 3 are exactly the ones…