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Who it's for

For engineering teams with an AI prototype that has to ship

Your team has an AI prototype that works in demos, and now it needs the security, infrastructure and delivery process to run with real users. Nobody on the team has shipped this kind of system before, and the model question (API, private or both) is still open. You also do not want to depend on an outside consultant to keep it running a year from now.

1 min readWritten from consultant.quinnfavo.com✓ Approved by the founder · 28 Oct 2026
The short answer

Your team has an AI prototype that works in demos, and now it needs the security, infrastructure and delivery process to run with real users. Nobody on the team has shipped this kind of system before, and the model question (API, private or both) is still open. You also do not want to depend on an outside consultant to keep it running a year from now.

On this page
  1. What AI & Automation Consulting does for them
  2. Who it is not for
  3. Questions

What AI & Automation Consulting does for them

  • Starts with a free 30-minute call on goals, constraints and fit, then turns that into a proposal, an assessment or a build.
  • Checks the model choice your prototype made in a hurry against cost, compliance, latency and capability before it becomes permanent.
  • Gets one real workflow into production through the AI Ops Starter: a model layer, one business integration and an actual use case.
  • Leaves your engineers with working systems, documentation and deployment patterns, plus enough context to keep going alone.

Who it is not for

Not for teams that want an outside operator to run the system long term, since every engagement is scoped to end with a handoff to your own engineers.

Questions

Do you work with teams outside the US?

The listed setup is remote work with US-based clients, from the New York area. On-site or non-US work is not mentioned, so raise it on the first call if it applies to you.

Source: consultant.quinnfavo.com
What happens after the free consultation?

If there is a fit, the next step is one of three things: a proposal, an architecture assessment, or an implementation engagement. Which one comes next gets decided on the call.

Source: consultant.quinnfavo.com
Is the architecture assessment paid?

Yes. Detailed discovery, workshops, roadmaps and technical recommendations are paid consulting, often as a fixed-price assessment, and they happen before any building starts.

Source: consultant.quinnfavo.com
Are you taking on new projects right now?

Yes, a limited number. Booking the free call is how you find out whether there is room for yours.

Source: consultant.quinnfavo.com
What if our project doesn't match any of the packages?

That is what Custom AI Architecture is for. It covers mixed environments, migration decisions, platform hardening, and projects where the architecture direction is still unclear.

Source: consultant.quinnfavo.com
Can the model run with no internet connection at all?

Yes. The LLM Private Cloud package covers private or air-gapped inference, with observability and RAG, on infrastructure your own team runs.

Source: consultant.quinnfavo.com

Provides AI infrastructure consulting and architecture to help engineering teams build and own production AI systems.