We build the hard stuff.

Product operators with 30+ years across public sector, health, finance, and enterprise. We help organizations govern AI adoption, ship agent platforms, and deliver mission-critical systems — not another chatbot layer on broken process.

17M+ People Served
Industry-Recognized Delivery
30+ Years Building

What We Do

Breadth across industries — plus a flagship path for organizations that need AI under control before they scale it.

Agent & Platform Systems

Multi-agent orchestration, knowledge engineering, and production APIs — coordination layers for real work, not novelty chat interfaces. We’ve been building these systems since before the current wave.

  • Multi-agent orchestration design
  • Knowledge graphs & prompt engineering
  • Compact agent communication protocols
  • Production API development

Complex Systems & Rapid Delivery

Mission-critical systems from concept to production. Air quality platforms, vaccine distribution systems, seismic processing engines, IoT compliance networks — built under pressure, shipped on time.

  • Mission-critical system architecture
  • Regulatory compliance & IoT integration
  • High-performance computing (CUDA, clusters)
  • Crisis-speed deployment

Enterprise Transformation

Digital transformation for large organizations. Legacy modernization, stakeholder alignment, and executive-ready roadmaps — at enterprise scale.

  • Legacy system migration & modernization
  • Operating model & change leadership
  • Cross-functional team leadership
  • Executive-ready documentation

Full-Stack Product Development

React frontends, Node.js backends, blockchain integrations, content platforms. We design and build the whole stack — then ship it, maintain it, and make sure it works for real users.

  • Full-stack web applications
  • Blockchain & NFT marketplaces
  • Content & educational platforms
  • UX design & product design

Flagship offering

Enterprise AI Governance

Use AI without losing control. We help executives and operators move from shadow usage and vendor sprawl to policy, governed workflows, and production systems — with the same team that builds private infrastructure and agent platforms.

Shadow usage

Sensitive data enters tools nobody approved. Leaders cannot see cost, risk, or return.

Policy without plumbing

Strategy decks and acceptable-use PDFs that never connect to how teams actually work.

Pilots that stall

Chatbot demos that never become governed workflows with owners, monitoring, and handoff.

Assessment → Align → Connect → Run

A gated engagement model with exit criteria at each phase — not open-ended discovery.

  1. Assessment

    What is actually happening?

    Interviews, usage inventory, risk register, and priority workflows grounded in your operating reality.

    You get: risk map, usage map, scoped workflow candidates

  2. Align / Decide

    What are the rules?

    Policy direction, data-handling rules, vendor/model review, architecture choices, and success criteria — signed before build.

    You get: governance charter, approval paths, build scope

  3. Connect

    How does it work here?

    Governed workflows wired into your environment — private or hybrid infrastructure, integrations, and guardrailed tooling.

    You get: 1–2 production workflows, not a science fair of demos

  4. Run / Operate

    How does it stay safe?

    Training, monitoring, runbooks, hypercare, and optional managed operations so adoption does not end at launch day.

    You get: trained operators, observability, handoff or managed ops

Policy that teams can run

Usage rules, data classes, vendor review, and human-in-the-loop controls — not boilerplate alone.

Private infrastructure option

When data sensitivity matters, we deploy and operate governed AI on infrastructure you control.

Visibility & cost discipline

Usage, risk, and spend dashboards so leadership can govern adoption — not guess at it.

Operator training

Playbooks and sessions so sponsors, IT, security, and line teams share the same model.

Who this is for

  • Executives who need AI productivity without taking unmanaged risk
  • IT and security leaders accountable for data handling and vendor sprawl
  • Operators in regulated or mission-critical environments — manufacturing, health, public sector, professional services
  • Teams that already tried a chatbot pilot and need a path to production

Common questions

Is this a strategy deck?
No. Assessment and Align are gated; Connect delivers working workflows. We implement and operate — we do not stop at recommendations.
Do you only advise, or do you build?
Both, by design. The same bench ships agent systems, compliance platforms, and private inference tiers — governance connects directly to that delivery muscle.
Can we start with assessment only?
Yes. Assessment-only entry is available; it credits toward the full program when you continue within the agreed window.

Ready to govern before you scale?

Tell us your constraints — industry, sensitivity, timeline — and we will propose a crisp first phase.

Track Record

We’ve been doing this a long time. Here’s what that looks like in practice.

Award-Winning Systems

Industry-recognized delivery for air quality and compliance systems that protect 17M+ residents across multiple states.

Systems, Not Chatbots

We work on how emerging technology reshapes organizations — governance, operators, compliance, and users — not on pitching the next conversational UI. A cross-industry scaffold library captures reusable patterns from that breadth.

Crisis-Speed Delivery

Shipped a statewide vaccination operations platform in 15 days during the pandemic response. Full-stack production systems from frontends to APIs to cloud infrastructure — on time, every time.

Deep Technical Range

From seismic processing on large GPU clusters to blockchain marketplaces to legacy Fortran modernization. If it computes, we’ve probably built something like it.

Who We Are

Operators, not observers. We’ve been building at the edge for decades.

This partnership predates the current AI wave — and a shared, slightly earnest belief that open, community-driven networks matter. (Including the one with the dog.) We build serious production systems; we don’t require finance to be joyless to take it seriously.

Principal — Product & Systems

Strategy, architecture, delivery

Turns hard problems into shipped products across public sector, health, finance, and enterprise. Award-winning platforms serving millions. Cross-industry breadth — orchestration, compliance systems, marketplaces — from requirements to production.

Core Skills

  • Platform & multi-agent system design
  • Technology commercialization
  • Product strategy across product lines
  • Full-stack delivery (React, Node.js, TypeScript)
  • Digital asset & open-network integrations
  • Enterprise transformation

Principal — Scientific Computing

HPC, legacy modernization, distributed systems

20+ years in scientific computing and systems other shops avoid — seismic processing, GPU clusters, Fortran-to-modern migrations, real-time pipelines. Deep range across energy, microservices, and mission-critical backends.

Core Skills

  • High-performance computing (CUDA, MPI)
  • Scientific computing & visualization
  • Legacy modernization
  • Microservices (Golang, Node.js)
  • Real-time distributed systems (Kafka, SQS)
  • Industry-scale numerical software

Principal — Reliability & Platform Engineering

Kubernetes, observability, and things that catch fire at 2 a.m.

Fifteen years keeping production alive — multi-tenant SaaS on AWS EKS at enterprise scale. Hundreds of Kubernetes clusters, thousands of namespaces, Terraform end-to-end, acquisition onboarding across multiple orgs, and FedRAMP-adjacent hardening. Early adopter of LLM workloads in production — Bedrock, Llama, MCP, and agent harnesses — with the observability stack to know when inference misbehaves at 2 a.m.

Core Skills

  • Kubernetes & EKS at enterprise scale
  • Infrastructure-as-code (Terraform, GitLab CI/CD)
  • Observability (Prometheus, Grafana, Loki) & on-call
  • AI/LLM platform ops (GPU tiers, MCP, agent harnesses)
  • Compliance-aware delivery (FedRAMP, PCI/HIPAA contexts)
  • Cloud migrations & legacy modernization

Selected experience

  • Platform SRE for a CRM suite spanning dev → QA → stage → prod across dozens of product teams
  • HashiCorp stack (Consul, Nomad, Vault) and HPC/GPU batch environments on AWS
  • Enterprise migrations: legacy RHEL/Java lift-and-shift, cloud lift-and-shift, SVN → Git

Technology We Work With

AI & Agents

Multi-Agent Orchestration LLMs & Prompt Engineering Computer Vision Knowledge Graphs Autonomous Systems

Full-Stack

React 19 Node.js / Express TypeScript PostgreSQL MongoDB REST / GraphQL

Infrastructure

Azure / AWS Docker Microservices Kafka / SQS CI/CD

Blockchain & HPC

Crypto Payments NFT Marketplaces CUDA / GPU Computing Parallel Processing Legacy Modernization

Our Products

Research, reusable scaffolds, and production systems — breadth across sectors, not depth in one niche

Need AI governance first?

Our flagship engagement for policy, risk controls, and governed workflows — before you scale agents or roll out copilots org-wide.

Explore Enterprise AI Governance

For operators

Research → scaffolds → guided walkthroughs → custom builds

Research

Original research, interactive demos, and working prototypes on how information systems think — the foundation behind everything we ship.

Open collection · Free
Explore research →

Scaffold library

Reusable thinking patterns collected across engagements in many industries — a breadth tool for operators who move between sectors, not a peer-reviewed canon.

Individual scaffolds · Bundles available
Browse library →

Guided walkthroughs

Structured sessions against the scaffold library — a thinking aid for analysis and planning, not a substitute for judgment or domain expertise.

Subscription · Coming soon on library.aiscaffolds.com
Learn more →

Custom consulting

Architecture, compliance, and production delivery under pressure — including governed AI programs and mission-critical platforms.

Engagements · Contact us
Start a conversation →

For agents

Specs → protocol portal → API → fleet integration

Specs & demos

Protocol research, interactive benchmarks, and fleet visualizations — understand the wire format before you integrate.

Open collection · Free
View specs →

Protocol portal

Agent-facing landing — quickstart, live demos, fleet coordination patterns (The Roe), and trial credits.

100 free trial credits
Open portal →

Protocol API

Validate, compile, and translate intents over HTTP. Pay per call with crypto top-up — no subscription tiers.

Pay per call · Discovery JSON
API discovery →

Fleet integration

We design and deploy multi-agent systems with shared wallets, coordination rules, and production observability.

Engagements · Contact us
Talk to us →

Bench map: makersconsulting.com#products

Let’s Talk

Share your goals and constraints — governance, agent platforms, or mission-critical delivery. We’ll propose a crisp first phase, not a generic capabilities deck.

hello@makersconsulting.com
Dallas, Texas