Frequently Asked Questions

Answers to the most common questions about Dromni, the DAOS agent operating system and our services.

About Dromni

What does Dromni do?

Dromni GmbH is a test-driven AI specialist based in Garching near Munich. Dromni helps enterprises adopt, test and operate AI agents — through consulting, engineering, agentic testing and DAOS, its operating system for AI agents on local machines.

How quickly can we start working with AI agents?

Dromni's complete package brings AI agents into your business in about one month: an AI-readiness audit, integration of the DAOS infrastructure into your IT, and hands-on training for your employees. The service is cancelable monthly.

Is our company data safe when we use AI agents?

Yes. Dromni deploys DAOS inside your existing IT infrastructure — cloud, hybrid or fully on-premise — with granular rights management, audit trails and GDPR-compliant connectors, so your data stays under your control.

Do we need our own AI experts to use AI agents?

No. Dromni transfers the knowledge to your team in hands-on workshops. Your employees learn to design and operate AI-agent workflows independently, so no permanent external dependency remains.

How do AI agents comply with the EU AI Act?

The EU AI Act requires documentation, oversight and risk management for AI systems. DAOS by Dromni automates a large part of this: audit trails, policy logging and continuous risk analysis are built into the platform.

DAOS — the agent operating system

What is DAOS?

DAOS, the Dromni Agent Operating System, is the infrastructure for agentic business operation: a secure management layer through which every employee can use, build and steer AI agents with controlled access to company data.

Which AI models can DAOS use?

DAOS is provider-agnostic. You can switch anytime between local models (e.g. via Ollama) and cloud models from OpenAI, Anthropic, Google, Mistral or DeepSeek — without code changes and without data migration.

Can DAOS run on-premise?

Yes. DAOS runs in the cloud, hybrid or fully on-premise on your own infrastructure, so sensitive company data never has to leave your organization.

How does DAOS connect to our ERP and CRM systems?

Dromni builds secure, custom connectors to systems such as SAP or Salesforce. AI agents then work with your enterprise data — GDPR-compliant and respecting your existing permissions.

How does DAOS support compliance and the EU AI Act?

DAOS ships with built-in audit trails, policy logging, continuous risk analysis and audit-ready documentation, which automates a large part of EU AI Act and GDPR compliance work.

Who is DAOS for?

DAOS is built for small and medium-sized enterprises that want sovereign AI operations. Every department — from marketing to finance — can create and manage its own AI agents.

Agentic Testing

What is agentic testing?

Agentic testing is the systematic safeguarding of LLM applications and AI agents. Dromni simulates realistic customer dialogues over multiple turns, adversarial inputs and edge cases to verify functionality, brand conformance and safety before go-live.

Why is classic software testing not enough for AI systems?

Generative AI is non-deterministic: the same input can produce different outputs. Dromni therefore evaluates behaviour across many simulated multi-turn dialogues instead of fixed input-output pairs.

How does AI testing scale?

Dromni multiplies test throughput up to tenfold with specialised AI test agents and runs continuous regression tests after every model update or prompt change.

Which risks does agentic testing uncover?

Jailbreaks, hallucinations, violations of brand and tonality guidelines, impermissible outputs and security gaps — each documented with a technical root-cause analysis for your development team.

AI Transformation

What does Dromni's transformation package include?

The package combines three pillars: AI enablement for people and culture, agent-ready IT integration of your data and systems, and the DAOS infrastructure as the operating system — in a flexible, monthly-cancelable hybrid model.

How long does an AI transformation with Dromni take?

First productive results typically arrive within one month: readiness audit, pilot integration and employee training. After that, your organization scales AI agents at its own pace.

What makes Dromni's approach different?

Knowledge transfer instead of dependency: Dromni enables your team to run AI operations independently, while DAOS remains in place as permanent, sovereign infrastructure.

Do we commit to a long-term contract?

No. Dromni's transformation service is cancelable monthly. The DAOS infrastructure remains as a license and the knowledge built up in your team remains in your company.

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