Straight answers to common questions

No jargon. No sales pitch. Here is what we get asked the most about AI implementation, compliance, and how we work.

What does a typical engagement look like?

We start with a free mockup or prototype. If it fits, we scope the full project together. No multi-month discovery phases. You see working output before committing to anything.

Do you do strategy decks or workshops?

No. We implement. The first deliverable is always a working system, not a presentation. Strategy without execution is noise.

How does pricing work?

Project-based with clear scope agreements. We scope clearly and deliver against outcomes. The first mockup or assessment is always on us.

What AI models do you use?

Whatever fits the problem. OpenAI, Anthropic, open-source, or private deployments. We are not locked to any vendor and never will be. The right model depends on your use case, data sensitivity, and regulatory requirements.

How do you handle EU AI Act compliance?

We classify risk, document model usage, set up oversight, and build the technical controls the regulation expects. Compliance is built into how we work, not sold as a separate engagement.

What about shadow AI in our organization?

Your team is likely already using AI without formal approval. We help you get visibility into what tools are being used, where data is going, and how to set policies that balance security with productivity.

Can you run AI models on our own infrastructure?

Yes. Private deployments, on-premise, or air-gapped setups when regulation or security requires it. We design for environments where data cannot leave your network.

How long does implementation take?

Depends on scope. Simple automations and assessments ship in days. Larger systems with compliance frameworks take weeks, not months. We do not pad timelines.

What industries do you work with?

We have worked across SaaS, finance, e-commerce, logistics, and professional services. The pattern is the same: find where AI creates operational leverage, then implement it with the right safeguards.

What if we are not sure AI is the right solution?

That is fine. We start with the problem, not the technology. Sometimes the answer is not AI. We will tell you that upfront and point you in the right direction.