Attnora

Controlled AI systems, built by one engineer.

Attnora is an unregistered sole proprietorship based in Switzerland. I am Luis Albert. I build controlled AI systems for Swiss organisations that want AI without losing control.

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Who

Luis Albert, owner and engineer. Specialised in controlled AI infrastructure: Company Memory, controlled agents, AI gateway and cost optimisation, private AI, AI governance. Hands-on with LiteLLM, OpenRouter, vLLM, Ollama, TGI, Swiss-resident inference providers, and the audit artefacts that EU AI Act readiness requires.

What

Four offers that together form the AI operations layer:

  • Company Memory and knowledge systems: source authority, citations, role-based retrieval, freshness.
  • Controlled AI agents: role-specific, with explicit tools, review steps, audit trail.
  • AI gateway and cost optimisation: routing, caching, budgets, fallbacks, runaway-loop protection.
  • Private and local AI: Swiss-resident inference, on-prem, open-weight, hybrid.
  • AI governance: evaluation, human review, audit artefacts.

For whom

Swiss organisations that want AI in regulated or sensitive contexts: banks, law firms, healthcare, industrial, public sector, private enterprises with confidential knowledge. Most clients are 20-250 employees with real AI usage in production.

How

Bounded use cases first. Map, Connect, Pilot, Operate. Expansion follows evidence, not sales pressure. No AI frameworks that do not run in your stack. No slide decks without working pipelines.

What I do not stand for

I do not sell AI frameworks I do not use myself. I do not write vendor pitches I cannot defend. I do not write case studies the customer has not reviewed. I do not take work where the budget for AI safety is missing.

Frequently asked questions

Is Attnora a startup?

No. Attnora is an unregistered sole proprietorship based in Switzerland. No investor capital, no growth pressure, no exit. Engagements are bounded and evidence-based.

Does Attnora work remote or on-site?

Remote, with on-site workshops in Switzerland when the client wants them. Pilot engagements are 2-4 weeks, implementations 4-12 weeks, retainer after pilot if needed.

What is the typical engagement size?

Pilot 8-25k CHF, implementation 25-80k CHF, retainer 2.5-12k CHF per month. Larger engagements after pilot and shared understanding of scopes.

Will my data be shared?

No. Engagement data stays between Attnora and the customer. No aggregation, no model training, no third parties. Form submissions go directly to hello@attnora.ch.

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