Architecture
Applied AI architecture with operating constraints in view.
I help teams shape system choices around trust, workflow fit, observability, and the practical realities of implementation.
Chuck Hernandez
AI Strategy, Architecture & Applied AI Systems
I design, evaluate, and build AI systems for document-heavy, high-trust, and operational workflows.
My work sits at the intersection of applied AI, architecture, and delivery. I help teams pressure-test AI decisions, improve production readiness, and build systems that are grounded, observable, and usable in real operations.
Available for selected advisory and implementation engagements.
Document intelligence
Retrieval systems
Production AI design
Workflow automation
Selected engagements
Senior technical judgment across architecture, delivery, and production AI systems.
10+
Years in Tech Leadership
1,000
Employee Org Served
100+
Retail Stores Supported
What I do
What I do
I work across AI architecture, document intelligence, retrieval systems, workflow automation, and production-readiness reviews. Some engagements are advisory. Some are hands-on. The through-line is the same: helping teams move from AI noise to clear technical decisions and reliable implementation.
Document Systems
Document intelligence, retrieval, and grounded workflows.
The strongest fit is where search, evidence, and workflow reliability matter more than novelty or pure model experimentation.
Production Readiness
Production discipline for systems that need to hold up.
I focus on readiness, evals, observability, and implementation shape so teams can move from AI noise to usable systems.
Selected Engagements
Selected engagements where architecture, delivery, and implementation judgment all matter.
I take on a limited number of engagements where applied AI, architecture, and delivery judgment all matter. The work is usually tied to a real implementation decision, an architecture question, or a system that needs to become more production-ready.
AI Readiness Assessment
Review architecture, data readiness, governance, and delivery controls to identify where an AI effort is strong, weak, or not ready.
View engagementAI Due Diligence Support
Assess AI-heavy products, vendors, or technical claims with a focus on delivery risk, architecture maturity, and operating reality.
View engagementProduction AI Architecture Review
Pressure-test a live or near-live AI system across grounding, evals, observability, release discipline, and safety controls.
View engagementSelected Advisory Support
Support leadership teams that need a senior technical perspective on AI decisions, architecture tradeoffs, and implementation shape.
View engagementEmbedded AI Engineering
Hands-on help for teams building or stabilizing retrieval systems, orchestration layers, eval pipelines, and AI workflow services.
Best fit when a team needs senior applied AI execution, architecture judgment, and implementation support in the codebase.
Selected Work
Proof of delivery, architecture judgment, and grounded AI systems.
The strongest signal is the work itself: enterprise delivery, modernization, grounded AI systems, and architecture decisions that had to hold up beyond a demo environment.
Production AI delivery in a 1,000-person insurance environment
Conversational AI work spanning discovery, production planning, stakeholder alignment, and operational rollout.
View case studyArchitecture and vendor assessment work in a 100+ store retail environment
Executive-facing modernization work where technical fit, operating impact, and decision quality all mattered.
View case studyEvidence-bound document QA and grounded orchestration systems
Retrieval, citation validation, tool-governed orchestration, and production-minded system design for document-heavy workflows.
View workWorkflow prototypes and applied AI implementation work
Hands-on work across AI-enabled workflows, integration design, and implementation patterns that moved beyond prototypes into usable systems.
View workFor Hiring Teams
For hiring teams
I'm also open to the right long-term role in AI, architecture, or applied engineering leadership. The strongest fit is where technical judgment, production AI discipline, and cross-functional communication all matter.
Areas of fit
- AI / applied AI engineering leadership
- AI architecture and platform decisions
- document intelligence / retrieval systems
- production AI controls, evals, and observability
- enterprise integration and workflow design
Working style
The strongest fit is where senior technical judgment, direct implementation credibility, and cross-functional communication all matter. I tend to do best in roles where architecture and delivery are closely tied.
That can look like long-term platform ownership, applied AI leadership, or senior hands-on engineering work in systems that need to operate reliably beyond a prototype.
Get in touch
Get in touch
If you have a project, architecture question, or role that looks like a strong fit, feel free to reach out.