<?xml version="1.0" encoding="UTF-8"?><rss version="2.0"><channel><title>Privonis — Blog &amp; insights</title><description>Guides on on-premise AI, privacy, models, hardware and compliance.</description><link>https://www.privonis.com</link><language>en</language><item><title>On-premise AI vs the cloud: privacy, cost and control</title><link>https://www.privonis.com/blog/on-premise-vs-cloud</link><guid isPermaLink="true">https://www.privonis.com/blog/on-premise-vs-cloud</guid><description>Why a growing number of European companies run their AI in-house instead of sending data to third-party APIs.</description><pubDate>Fri, 05 Jun 2026 00:00:00 GMT</pubDate><category>Strategy</category></item><item><title>The token bill shock: what happens when AI usage explodes</title><link>https://www.privonis.com/blog/token-costs-exploding</link><guid isPermaLink="true">https://www.privonis.com/blog/token-costs-exploding</guid><description>Per-token cloud pricing looks cheap in a demo — then usage scales and the invoice explodes. What Uber-scale adoption teaches every company.</description><pubDate>Wed, 03 Jun 2026 00:00:00 GMT</pubDate><category>Cost</category></item><item><title>How startups are quietly deploying private AI</title><link>https://www.privonis.com/blog/startups-private-ai</link><guid isPermaLink="true">https://www.privonis.com/blog/startups-private-ai</guid><description>Privacy, cost control and no vendor lock-in are pushing fast-moving startups to run their own models.</description><pubDate>Mon, 01 Jun 2026 00:00:00 GMT</pubDate><category>Startups</category></item><item><title>How to choose the right open-source model and hardware</title><link>https://www.privonis.com/blog/choosing-model-hardware</link><guid isPermaLink="true">https://www.privonis.com/blog/choosing-model-hardware</guid><description>Matching parameter size to your use case and budget — and the GPU that runs it well.</description><pubDate>Thu, 28 May 2026 00:00:00 GMT</pubDate><category>Technology</category></item><item><title>Build a private knowledge assistant with RAG</title><link>https://www.privonis.com/blog/rag-knowledge-base</link><guid isPermaLink="true">https://www.privonis.com/blog/rag-knowledge-base</guid><description>Turn your documents into a private assistant that answers with citations — without sending anything to the cloud.</description><pubDate>Mon, 25 May 2026 00:00:00 GMT</pubDate><category>Applications</category></item><item><title>The EU AI Act: a practical checklist for companies</title><link>https://www.privonis.com/blog/eu-ai-act-checklist</link><guid isPermaLink="true">https://www.privonis.com/blog/eu-ai-act-checklist</guid><description>What the AI Act means in practice and how on-premise AI helps you stay in control.</description><pubDate>Fri, 22 May 2026 00:00:00 GMT</pubDate><category>Compliance</category></item><item><title>Fine-tuning open models on your own data</title><link>https://www.privonis.com/blog/fine-tuning-open-models</link><guid isPermaLink="true">https://www.privonis.com/blog/fine-tuning-open-models</guid><description>When prompting is not enough: how to specialise an open model on your domain — privately.</description><pubDate>Tue, 19 May 2026 00:00:00 GMT</pubDate><category>Technology</category></item><item><title>Data sovereignty: why European companies keep AI in-house</title><link>https://www.privonis.com/blog/ai-data-sovereignty-europe</link><guid isPermaLink="true">https://www.privonis.com/blog/ai-data-sovereignty-europe</guid><description>Where your data lives — and who can access it — is becoming a board-level question in Europe.</description><pubDate>Sat, 16 May 2026 00:00:00 GMT</pubDate><category>Strategy</category></item><item><title>A practical GPU buying guide for on-premise AI</title><link>https://www.privonis.com/blog/gpu-buying-guide</link><guid isPermaLink="true">https://www.privonis.com/blog/gpu-buying-guide</guid><description>VRAM, throughput, power and budget: how to buy the right GPUs the first time.</description><pubDate>Wed, 13 May 2026 00:00:00 GMT</pubDate><category>Hardware</category></item><item><title>From AI pilot to production without stalling</title><link>https://www.privonis.com/blog/from-pilot-to-production</link><guid isPermaLink="true">https://www.privonis.com/blog/from-pilot-to-production</guid><description>Most AI pilots never ship. Here is how to cross the gap to real production value.</description><pubDate>Sun, 10 May 2026 00:00:00 GMT</pubDate><category>Strategy</category></item><item><title>How to calculate the ROI of private AI</title><link>https://www.privonis.com/blog/ai-roi-calculation</link><guid isPermaLink="true">https://www.privonis.com/blog/ai-roi-calculation</guid><description>A simple framework to compare on-premise vs metered cloud — and find your break-even.</description><pubDate>Thu, 07 May 2026 00:00:00 GMT</pubDate><category>Cost</category></item><item><title>Running AI fully air-gapped</title><link>https://www.privonis.com/blog/air-gapped-ai</link><guid isPermaLink="true">https://www.privonis.com/blog/air-gapped-ai</guid><description>For the most sensitive environments: AI with no internet connection at all.</description><pubDate>Mon, 04 May 2026 00:00:00 GMT</pubDate><category>Security</category></item><item><title>Internal copilots teams actually use</title><link>https://www.privonis.com/blog/copilots-for-teams</link><guid isPermaLink="true">https://www.privonis.com/blog/copilots-for-teams</guid><description>The difference between a demo and a tool people open every day.</description><pubDate>Fri, 01 May 2026 00:00:00 GMT</pubDate><category>Applications</category></item><item><title>Autonomous agents for back-office automation</title><link>https://www.privonis.com/blog/agents-automation</link><guid isPermaLink="true">https://www.privonis.com/blog/agents-automation</guid><description>Beyond chat: agents that take actions across your internal systems — safely.</description><pubDate>Tue, 28 Apr 2026 00:00:00 GMT</pubDate><category>Applications</category></item><item><title>Private AI in healthcare</title><link>https://www.privonis.com/blog/healthcare-private-ai</link><guid isPermaLink="true">https://www.privonis.com/blog/healthcare-private-ai</guid><description>Clinical documentation, triage and research assistants — without patient data leaving the building.</description><pubDate>Sat, 25 Apr 2026 00:00:00 GMT</pubDate><category>Sectors</category></item><item><title>Private AI for legal teams</title><link>https://www.privonis.com/blog/legal-private-ai</link><guid isPermaLink="true">https://www.privonis.com/blog/legal-private-ai</guid><description>Contract review, case-law search and drafting on confidential documents — kept confidential.</description><pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate><category>Sectors</category></item><item><title>AI on the factory floor</title><link>https://www.privonis.com/blog/manufacturing-ai</link><guid isPermaLink="true">https://www.privonis.com/blog/manufacturing-ai</guid><description>Maintenance copilots, visual inspection and production analytics — running locally, even offline.</description><pubDate>Sun, 19 Apr 2026 00:00:00 GMT</pubDate><category>Sectors</category></item><item><title>Quantization and fast inference on your own hardware</title><link>https://www.privonis.com/blog/quantization-inference</link><guid isPermaLink="true">https://www.privonis.com/blog/quantization-inference</guid><description>How to fit bigger models on smaller GPUs and serve them fast.</description><pubDate>Thu, 16 Apr 2026 00:00:00 GMT</pubDate><category>Technology</category></item><item><title>Hardening your private AI stack</title><link>https://www.privonis.com/blog/ai-security-hardening</link><guid isPermaLink="true">https://www.privonis.com/blog/ai-security-hardening</guid><description>Threat models and controls for self-hosted models, from access control to prompt-injection defence.</description><pubDate>Mon, 13 Apr 2026 00:00:00 GMT</pubDate><category>Security</category></item><item><title>European funding for your AI project</title><link>https://www.privonis.com/blog/eu-funding-ai</link><guid isPermaLink="true">https://www.privonis.com/blog/eu-funding-ai</guid><description>Grants and programmes that can co-finance private AI and digitalisation.</description><pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate><category>Funding</category></item></channel></rss>