A.I. Systems Consulting & Build

We Design, Build, and Deploy AI Systems You Own.

We architect your AI system, ship it inside your environment, and hand you the keys. One multi-phase engagement.

Start the ConsultSee What We Build
Start the ConsultSee What We Build
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The Systems

Five systems. One operating layer.
The systems we ship compose your go-to-market and internal operations. Custom-built, deployed in your environment, fully owned by you from day one.

RAG Pipeline

Private knowledge base. Your team keeps asking the same questions. Your docs have the answers. The two just aren't connected yet.

Answers with sources.

Every reply cites the document it came from, so your team can verify before they act.

Indexed from what you already have.

Conversations, documents, embeddings, and call logs in one private store.

n8n + webhooks

The busywork stops being your problem. The follow-ups, handoffs, and status updates your team does manually every day. Those stop being your problem.

Rules Engine

Routing your tools missed. Leads that should route to sales sit in a queue. Tickets that need escalation get buried. Custom rules fix the routing your tools missed.

Rules you can read.

Plain conditions your team can change without a rebuild.

Escalation that reaches a human.

Critical priority and low sentiment page the right person, not a shared inbox.

Retell AI

Voice, wired into the system. Voice agents wired into your go-to-market system. Inbound qualification, outbound follow-ups, and scheduling, on infrastructure you own.

100+ tools

Your existing stack, one system. We connect your existing tools into one system. CRMs, calendars, email, Slack, and custom APIs.

Your accounts, not ours.

Built with your API keys inside your workspaces. Nothing routes through a vendor you do not control.

Follow up with client, Schedule demo call, Update CRM notes, Send proposal draft

The Engagement

Consult, then build. One engagement, two phases. We design the system before we build it, then we ship it inside your environment and hand you the keys.

Start the Consult30-minute call. No commitment.

Built to be handed off

You own it.

We build in your environment. You own the code, the data, and every account.

Client-Owned InfrastructureEvery system runs in your accounts. We build it, you own it. No vendor lock-in, ever.
Data SovereigntyYour data never leaves your infrastructure. Full control over storage, access, and processing.
Production-Grade Reliability99%+ uptime, real monitoring, and incident response. Not demos. Real deployments.
Built In Your EnvironmentYour accounts, your repos, your infrastructure from day one. Nothing to move at handoff.
Post-Launch SupportDedicated support window after every deployment goes live.
OperatorOS

Davis McMurrain. Founder, OperatorOS. AI Systems Architect.

Davis works with founders and operators on the architecture layer of their AI strategy. The work begins with the system, not the tool. How agents move data across your business, how AI shows up in your go-to-market, what gets deployed locally, and where your team needs to be fluent in the long run.

Start the Consult

How agents move data across your business, and which decisions they are allowed to make.

How AI shows up in your offer, your sales motion, and your delivery.

What gets deployed locally, and where your team needs to be fluent in the long run.

Built on tools you already trust.

Claude, n8n, Retell, Stripe, Vercel, Slack, HubSpot, and anything your team runs on.

Integrations Guide

Local agents. Claude Code.Your team, fluent at handoff.

Tech Stack guide

“Honestly, I came in thinking we needed a chatbot. By week three of the consult I realized that wasn't even the right problem. The build was almost anticlimactic at that point. We already knew what we were doing.”

Founder, Online Retail Operator

Direct-to-Consumer / Agentic Systems + GTM

By the Numbers

Commitments, not promises.

Every metric is a commitment. Every number is something we deliver on, project after project.

99.9%System Uptime
100%Client-Owned
2phasesOne Engagement
0migrationsBuilt In Your Environment
1team, sourcedRight Team Per Project
90dayPost-Launch Support

Client Results

Systems that actually ship.
Real engagements. Real infrastructure. Fully owned by the client.

Ready to be the next case study?

Agentic Systems + GTM

Founder, Online Retail Operator.“Honestly, I came in thinking we needed a chatbot. By week three of the consult I realized that wasn't even the right problem. The build was almost anticlimactic at that point. We already knew what we were doing.”

Local Agent Setup + Enablement

Principal, Specialty Practice.“Our compliance team won't let us put patient data on a shared cloud. So it had to live on hardware we own. They set it up, walked our two engineers through Claude Code, and left. Six months in, we're still running it ourselves.”

Architecture + Build

Operator, Multi-Entity Founder.“I've hired three other firms before this. They all delivered decks. This one delivered a system. The fact that the same team did both phases is probably why it actually worked.”

Local Agent Infrastructure

Founder, Mid-Market B2B.“I'm tired of vendors charging us per-seat for things we should own. We wanted infrastructure, not another subscription. The consult phase drew the line for us. What to host, what to use as a service. The build did the rest.”

Direct-to-Consumer

Storefront inboxToday
Agent
Order #4182Where is my package?
Tracking sent
Order #4177Refund request
Refunded
Wholesale inquiry200 units, net 30
Routed to sales
Abandoned cart3 items left
Recovery queued
PhaseFull Engagement
SurfaceOps + Sales
OwnershipClient-Owned

GLP-1 / Healthcare

clinic-server-01On-premise
Agent
Intake formScreened against criteria
Done
Refill requestDose change flagged
Provider review
Prior auth packetDrafted from chart notes
Done
Week 4 check-inReminder scheduled
Sending
DeploymentOn-Premise
EnablementTeam Trained
OwnershipClient-Owned

Holding Company

Portfolio3 entities, one view
Agent
Retail brandGTM pipeline synced
Done
Services firmInvoices reconciled
Done
Property co2 lease renewals due
Owner sign-off
Group rollupWeekly report drafting
Running
PhaseFull Engagement
SurfaceGTM + Internal
OwnershipClient-Owned

B2B SMB

Office serverOwned hardware
Agent
Inbox triage41 threads sorted
Running
Quote drafter12 quotes today
Done
Invoice matcherPO to invoice, 3-way
Done
CRM hygieneDuplicates for review
Your call
DeploymentOwned Hardware
SurfaceInternal Ops
OwnershipClient-Owned

The Operator Dispatch

Notes from the build. Architecture decisions, agentic system patterns, and what we learn shipping AI inside client environments. Sent when there is something worth sending.

Read the guides
Dispatch

Architecture write-ups

How we decide what to build before anyone writes code.

Dispatch

Agentic system patterns

Routing, escalation, and handoffs that hold up in production.

Dispatch

Deployment field notes

What breaks at launch and how we keep it from breaking twice.

Guide

Claude Code enablement

Getting an in-house team fluent before handoff.

Ready to scope the system?

30 minutes to walk through your current stack and where AI fits. No pitch decks. Just the work.

Architecture first100% client-ownedSourced team per project