It doesn't offer on-site work; engagements run remotely and the listed clients are US-based.
It isn't a long-term managed service; each engagement is built to end with your engineers running the system.
It doesn't include detailed architecture work in the free call, which covers goals, constraints, fit and scoping only.
It doesn't take on unlimited new projects; only a limited number of engagements are open at a time.
Questions people ask
Do you work with Kubernetes?
Yes. Private and hybrid deployments range from a single GPU box to a Kubernetes cluster.
Have you done this in a regulated industry?
Yes. One case study is an air-gapped LLM deployment for a financial services organization that could not send proprietary data to commercial APIs.
Can I compare GPU and API costs before a call?
Yes. The site has a GPU vs API cost calculator you can try first.
Do you work on RAG and MCP setups?
Yes. DevOps, MCP, RAG and workflow automation are part of the tooling work.
Can you set up a model that runs fully on our own infrastructure?
Yes. The LLM Private Cloud package covers private or air-gapped inference, with observability and RAG your team can operate on its own.
What is the Agent Mesh package?
Agents that are not tied to one model, with auditable access to tools across cloud, infrastructure and internal systems, built on MCP patterns.
Which package gets something running fastest?
AI Ops Starter. It is a scoped workflow stack with one model layer, one business integration and one real production use case.
What does the AI Automation Audit cover?
It is the entry point. Quinn goes through your existing automation flows, LLM prompts, tool integrations and data boundaries before anything new is built.
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.
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.
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.
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.
What Tablif read on AI & Automation Consulting's site
AI & Automation Consulting describes itself as: “WristLux: Wear OS Light Meter | Wear OS App by Quinn Favo”
Price model: One-time
Stage: Live, no waitlist
What it is
Calls itself “ambient light meter”.
Calls itself: ambient light meter
“WristLux is a standalone ambient light meter for Wear OS”
Where it puts itself
Rules out “certified professional light meter”.
Says it will not: certified professional light meter
“Informational only — not a certified professional light meter”
What it costs
One-time purchase. No free plan. Sales on request. No monthly or yearly plan.
One-time: yes
Monthly: no
Yearly: no
Free plan: no
Contact sales: yes
“Purchase model Paid download”
“Contact developer Send a general app message.”
Who it sells to
Sells to consumers.
Sells to: consumers
How it runs
Runs on Wear OS. Runs locally and works offline. Distributed through the Play Store.
Runs on: Wear OS
Runs where: on the device, offline
Distributed via: Play Store
“Platform Wear OS”
“Standalone Wear OS app — no phone companion required”
What it works with
Runs inside WristLux. Built on WristLux.
Runs inside: WristLux
Built on: WristLux
“WristLux is a standalone ambient light meter for Wear OS”
“WristLux runs directly on Wear OS.”
What it offers as proof
Live, no waitlist. Instant signup. Publishes a blog.
