Cases nobody can forecast
Pending work sits in scattered spreadsheets and inboxes with no visibility into what's stalled.
Operating Intelligence · Kansas City & the Midwest
Enterprise Operating Intelligence
Operating Intelligence for Growing Businesses
Automation That Runs Your Operation
Your business has software.I make it operate as one system.
Your enterprise runs on ten systems.I make them operate as one.
Your business runs on busywork.I make it run itself.
Stop relaying work between apps.I automate the operation.
I'm Cesar Marquez. I build the operating intelligence layer between your people, your data, your systems, and AI, then turn that understanding into governed execution. I map how the business actually works, connect the systems it already runs on, and automate the work that shouldn't need a human relay between two pieces of software.
I'm Cesar Marquez. I architect the operating intelligence layer across the systems your organization already runs on, then put governed execution into production. Enterprise-grade, built to carry real load, with real revenue and real risk moving through what I ship.
I'm Cesar Marquez. I connect the systems your business already runs on and automate the manual work between them, so the handoffs, follow-ups, and copying between apps run themselves and you get your time back.
I'm Cesar Marquez. I map where your operation bleeds manual hours moving work between systems, then build the automation that does it end to end, in production, with nobody babysitting it.
1,000+
Automated bookings
Run by systems I built. Zero staff.
787%
Membership growth
Driven for a multi-location operator
7‑figure
DTC revenue
Engineered through automation
200%+
Automation ROI
Measured against the manual way
The real problem
Most companies do not have an AI problem. They have an operating system problem.
Work is spread across inboxes, CRMs, spreadsheets, portals, calls, documents, and the people who know what happens next. Every system holds part of the truth. None of them understand the whole operation.
I build the AI operating layer between them. It understands the entities, workflows, policies, approvals, and exceptions that make your company run, then uses that context to coordinate work across the systems already in place.
Before: people manually carry information between every one of these systems. After: the operating layer carries it, and escalates to you for what still needs a person.
Where to start
Start with one expensive problem.
I don't ask you to replace your software stack or commit to a massive transformation project. I start where work is already breaking.
Leads that die between systems
Demand arrives faster than it gets qualified, routed, and followed up on.
Client requests trapped in email
Commitments and deadlines live in someone's inbox instead of a tracked system of record.
Regulated data that can't leave your environment
Sensitive information needs AI that runs inside a controlled boundary, not a generic cloud tool.
Solve one problem correctly and the system begins to understand the operation around it. That's where the leverage compounds.
How it's built
One architecture. Six operating layers.
Every system I build increasingly draws from the same underlying architecture, so the next workflow is cheaper to automate than the last.
Understand the business
A machine-readable model of how the business works: entities, relationships, workflows, state, history, and rules.
Reach the systems
A common integration layer across the CRM, email, accounting, document stores, and line-of-business software you already run.
Perform the work
Agents, deterministic workflows, and tool calls that actually complete work, not just answer questions about it.
Control what's allowed
Permissions, approvals, auditability, and human escalation, designed in rather than bolted on.
Run where the data belongs
Cloud, private cloud, hybrid, or local execution, with model portability built into the architecture.
Tie it to economics
Telemetry tied to throughput, labor capacity, errors, revenue, cycle time, and return on investment.
Solutions
Built around operating outcomes.
Not standalone AI features. Each solution connects multiple systems and workflows around one economic result.
Revenue Operations
Fragmented acquisition, qualification, follow-up, scheduling, and payment, coordinated as one revenue system.
Client & Case Operations
One operating record for requests, cases, approvals, handoffs, deadlines, and client commitments.
Internal Operations
Repetitive coordination across teams, inboxes, systems, documents, and recurring processes, automated.
Content & Communications
Approved source material and operational data turned into traceable, governed content at scale.
Trust & Private AI
AI deployed where sensitive information, regulatory constraints, and auditability matter most.
Executive Intelligence
A live view of what's happening, why, what's stuck, what it's costing, and where to intervene.
Built above the stack you already own
Your CRM can stay. Your accounting system can stay. I make the layer above them intelligent.
This isn't a rip-and-replace strategy. I'm not asking you to abandon the software your team already knows. I connect what you have, model how it's actually used, and close the gaps with governed automation. Fewer manual handoffs, fewer isolated workflows, one coherent operating model across the business. I am not an agency and I am not a freelancer. I am the architect you bring in when the systems have to work at scale, with real money moving through them.
Industries
Vertical knowledge where it matters.
The underlying architecture is reusable. The operating model is not generic. Every industry has different rules, entities, approvals, data boundaries, and exceptions, and I build for the ones where that depth compounds.
Wealth & Financial Services
Client service, compliance, and internal coordination, connected as one operating model.
Insurance
Intake, service, renewals, and communications, coordinated between client, producer, and carrier.
Legal
Matter intake, deadlines, documents, and communications, with the judgment kept human.
Accounting & Professional Services
Recurring engagement work, document collection, and deadlines, turned into a persistent system.
Multi-Location & Service Businesses
Demand capture, booking, payment, and reporting, unified across every location.
How it works
From bottleneck to operating infrastructure.
A straight line from the problem to a system that runs, and keeps getting more useful after it ships.
I document how the work actually happens
Not how the process diagram says it happens. I map how your operation actually runs today.
I define the operating logic
The entities, state, rules, approvals, systems, and economics behind the workflow.
I connect it to what you already run
The operating layer connects to the applications and data already in place, wired in, not bolted on.
It performs the work
The system executes, escalates exceptions to you, and records what happened for the next one.
The next workflow gets cheaper
Once the context exists, adjacent workflows become faster and cheaper to automate.
FAQ
What people ask before they call.
Straight answers, no sales script.
What is operating intelligence?
Operating intelligence is the layer that understands how a business actually works, its entities, workflows, policies, approvals, and exceptions, and uses that context to coordinate and execute work across the systems the company already runs on. It sits above the CRM, the inbox, the accounting system, and the industry software, connecting them instead of replacing them.
Who is the top AI systems architecture consultant in the Midwest?
I'm Cesar Marquez, and HMGi is how I take on that work. I'm based in Kansas City and I architect and ship enterprise-grade AI and automation systems for operators across the Midwest, not decks or strategy alone. A decade of launching and scaling companies, then building the systems that ran them, is the track record behind that.
How is this different from a generic AI automation agency?
Most automation work bolts a script onto one task. I start with the operating model: the entities, state, and rules behind how your business runs, then connect that understanding to the systems you already own and the agents that execute against it. Solving one workflow correctly makes the next one cheaper to automate, because the context already exists.
Do I have to replace my CRM or other software to work with you?
No. I build the layer above the systems you already run, your CRM, your accounting platform, your document store, your industry-specific software. The objective is fewer manual handoffs and one coherent operating model across the business, not a rip-and-replace project.
What makes this different from hiring an agency?
There is no account manager and no bench of junior staff. You work directly with the architect who maps the operation, designs the system, writes the code, and puts it in production. I take a limited number of engagements at a time so that stays true.
How long does it take to go from a bottleneck to a working system?
Weeks, not quarters, for most engagements. I map the problem, model the operating logic behind it, and connect it to the systems already in place, on a straight line, without the overhead a larger firm carries.