01
You are spending on AI without an operating plan.
Licenses, pilots, and vendor promises are accumulating, but nobody can show how the system fits the work or what measurable result it owns.
Dallas AI Systems Consultant
Before you spend more on AI, know what should actually be built.
If you are ready to get control of an AI project—or completely lost and unsure where to begin—reach out now. You will talk directly with me, not an agency intake team. I am not just another AI consultant in the DFW area; I bring 25+ years of deep expertise across AI systems, product strategy, UX, and architecture to dissect your real business problems, eliminate technical sprawl, and ensure we build the right solution the first time.
When Dallas leaders call
The AI tool is rarely the first problem.
The expensive part is the system around it: the work, people, data, decisions, exceptions, authority, and trust that a demo does not reveal.
02
You have a prototype that cannot cross into production.
The demo works. Ownership, data, human review, risk, adoption, and production architecture are still unresolved.
03
Manual work is limiting growth.
Follow-up, triage, reporting, coordination, or decision work is consuming the people who should be moving the business forward.
04
A consequential build, buy, or hire decision is approaching.
Leadership needs outside judgment before committing more budget, more people, or more technical debt.
If one of these is familiar, bring me the decision—not a polished brief.
A legible way to begin
Start with the decision. Expand only when the evidence earns it.
Every engagement has a bounded question, a concrete output, and a leadership decision at the end. You are not buying an indefinite AI experiment.
Best first step 01
AI Systems Assessment
Starting at $5,000 Typically 7–10 business daysResolve one consequential AI, workflow, product, or architecture decision before committing to a larger build.
- Current-state workflow and system map
- AI opportunity, constraint, and risk analysis
- Build, buy, simplify, pause, or stop recommendation
- Executive readout and practical next move
Plan the implementation 02
Implementation Blueprint
Starting at $12,500 Typically 2–4 weeksTurn a validated opportunity into a decision-ready operating, experience, governance, and architecture plan.
- Future-state workflow
- Human and AI responsibility model
- Technical and data architecture
- Delivery sequence, controls, and measures
Prove it in the real work 03
Production-First Pilot
Starting at $25,000 Typically 4–8 weeksBuild and evaluate a bounded working system against the business, human, technical, and governance conditions it must survive.
- Working prototype or bounded pilot
- Evidence and failure-surface evaluation
- Production-readiness conditions
- Scale, revise, pause, or stop decision
Stay inside the work 04
Implementation & Advisory
Custom scope Fractional, project, or embeddedKeep senior systems judgment in the room through delivery, vendor decisions, governance, product development, and adoption.
- Principal-level implementation guidance
- Architecture and product reviews
- Team, vendor, and risk alignment
- Ongoing decision support
Practical AI help for mid-size businesses
Start with the business problem—not the AI category.
You do not need an AI transformation program. You need to know what is worth fixing, what AI can realistically improve, and what the next investment should be.
01
Know where AI is worth the investment.
Before spending on a pilot, vendor, or new hire, I dissect the business problem and map the actual workflow behind it. I determine exactly where AI creates leverage, where automation is sufficient, and where human judgment must remain. You get a defensible operating plan—not just a list of AI tools.
For leaders who need a clear, rigorous plan before approving another technology investment.
02
Fix an AI project that is not delivering.
Many AI initiatives stall at the prototype phase because they were built without workflow integration or human oversight in mind. I forensically assess what you have already built or bought, uncover the hidden technical debt, and define the shortest credible path to a working production system—or provide the evidence needed to kill the project.
For businesses that have spent money on AI but still do not have a reliable system their team can trust.
03
Make the work faster without losing control.
I redesign the repetitive handoffs, reporting, and decision bottlenecks that are consuming your team’s capacity. By introducing AI only at precise friction points, I accelerate output while preserving strict human review and governance. You gain speed without sacrificing quality or authority.
For growing businesses that need to significantly increase output from their existing team without adding headcount.The Clear Sight Method
Move from AI pressure to a decision you can defend.
Clear Sight gives leadership a faster, lower-risk way to determine what should change, where AI can create meaningful leverage, and what is worth building. I combine senior systems, product, UX, and AI expertise with AI-assisted research, design, and development—giving your organization the depth of an experienced innovation team without the time and overhead required to assemble one.
Align
Define the business outcome.
Clarify the pressure, opportunity, consequential decision, success measures, constraints, and leadership priorities before investing in a solution.
Diagnose
See what is actually happening.
Expose the workflows, people, data, technology, dependencies, friction, exceptions, and risks shaping the current result.
Shape
Determine the right intervention.
Simplify what can be improved first, identify where AI creates real leverage, preserve essential human authority, and shape the solution around operational reality.
Prove
Create evidence before committing at scale.
Build the smallest credible workflow, prototype, or working system that can test the critical assumptions and demonstrate measurable value.
Decide
Give leadership a defensible path forward.
Advance, revise, pause, or stop based on evidence—with clear ownership, implementation requirements, risks, and next steps.
Senior expertise, amplified by AI.
Clear Sight uses AI to investigate more deeply, evaluate more possibilities, and move from strategy to working evidence faster. The technology increases the reach of the work; experienced human judgment determines the direction.
Systems in practice
Complex systems made clear and usable.
These projects look different, but they show the same strength: turning complex information, uncertainty, and hidden dependencies into systems people can understand, operate, and improve.
AI orchestration and governance
Making multi-step AI work visible and controllable.
I design systems that show how AI work moves across context, people, tools, approvals, and handoffs. The goal is not simply to make an agent act. It is to give the business the visibility and control needed to supervise results, manage risk, and improve performance.
PHYSIM biomedical decision intelligence
Turning complex variables into usable decisions.
PHYSIM brings together drug behavior, disease mechanics, patient context, uncertainty, and risk. It demonstrates the same discipline I bring to business problems: understanding how many variables interact before recommending what should happen next.
View this work
CLEAR AI Prompt-to-Workflow Builder
Turning unclear requests into repeatable workflows.
The builder takes an unstructured prompt and turns it into a clear, bounded workflow that people can use, review, and improve. It demonstrates how I move from an initial idea to a practical system that can operate consistently.
View this work
Why Preston
The range of a full team. More than 25 years focused on your problem.
Most AI problems are not just technology problems. They touch the business, product, customer experience, workflow, architecture, and the people expected to use the system. I have spent more than 25 years working across all of them.
That means you do not have to assemble a room of specialists and hope the handoffs hold. You work directly with me, and I stay accountable for connecting every decision—from the first conversation through the build, testing, and what comes next.
Author of Generative AI for Everyone Top 75 AI Innovator nominee Dallas-Fort Worth business focus Governance and human authority built in
Clear Intelligence
Stop repeating yourself. Send your context before we even talk.
As you explore the site, Clear Intelligence helps pinpoint the exact problem you are trying to solve. When you reach out, it attaches that context directly to your message so our first conversation starts exactly where you left off. No chatbots, just a better way to begin the work.
One message. Full context.
Your path and priorities arrive securely with your message, so we skip the generic discovery and get straight to the work.
Selected writing · Preston McCauley
The thinking behind the work.
Practical field notes for leaders making decisions about AI investment, workflow, architecture, and governance.
View all Field Notes
Governance in the AI Loop: Why Orchestration Is Not Enough
As AI moves from producing answers to taking action, governance must operate inside the AI loop—preserving intent, measuring trust, routing autonomy, and deciding whether the workflow has earned the right to continue.
Before You Buy More AI, Map the Workflow: How DFW Operators Prevent Architecture Sprawl
Organizations are buying enterprise copilots and generative AI tools before defining the operational problems they solve. Learn how DFW executives are shifting from experimentation to production-first architecture.
Designing With AI Agents: The Agent Is Not the Workflow
A practical field note on designing agentic AI systems around workflow, context, tools, memory, human review gates, failure surfaces, and accountability.
Commercial FAQ
What leaders usually need to know before reaching out.
If your question is more specific, that is usually a better reason to talk.
Who is the best fit for this work?+
Founders, operators, product leaders, and technical leaders facing an AI decision with real cost, workflow, adoption, or risk consequences. Dallas-Fort Worth organizations are the local priority.
Do you advise, design, or build?+
The work can include all three. The first obligation is to determine what the problem actually requires. Some clients need an assessment. Others need a blueprint, a bounded pilot, implementation leadership, or architecture rescue.
Why begin with a paid assessment?+
Because a useful answer requires real workflow, system, user, data, and risk work. The assessment creates an independent recommendation before a larger implementation budget introduces pressure to justify itself.
Do you work outside Dallas?+
Yes. Dallas-Fort Worth is the local business-development focus, and remote work is available when the decision is specific, high-value, and aligned with AI systems, product, workflow, or architecture.
What should I bring to the first conversation?+
Bring one decision, stalled initiative, messy workflow, prototype, product, or architecture question. It does not need to be polished. Specific pressure is more useful than a generic AI wish list.
Selected leadership opportunities
Need this range inside the organization?
I am available now for serious senior, principal, fractional, contract, or full-time roles where AI systems, product strategy, UX, workflow design, and architecture need to work as one discipline.
Bring one consequential AI decision
Let’s determine the next move before the next expense.
AI Systems Assessments begin at $5,000. Tell me what you are trying to build, fix, rescue, or decide. Choose Phone Call in the contact desk if you want me to call you.