Choose where to start
Compare opportunities by their usefulness, the information available and the effort needed to bring them into daily work.
Guillermo Ayala · AI consulting and application development
Make AI work for your business.
I help small and midsize companies identify worthwhile AI opportunities and turn them into practical applications. From strategy and knowledge assistants to workflow automation, I connect business priorities with more than 30 years of software engineering experience.
30+ years
in software engineering
From decision to application
AI consulting and development
English and Spanish
For companies in Mexico and internationally
Start with the work
A concrete need. A decision you can evaluate.
Look for a task that takes too long, a decision held up by scattered information, or work that keeps repeating. I can help you define what to test and how to judge the result.
Find what your business knows
Make approved procedures, manuals and documents easier to consult, with references to the source material.
Reduce repetitive work
Connect the steps in a recurring process and prepare work for review, with clear boundaries around each action.
Six ways to move forward
Advice with the ability to build.
I shape the scope around your problem and the systems you already use. Every engagement defines its deliverables, boundaries and acceptance criteria.
- AI strategy and readiness
Ranked opportunities, readiness findings and a practical implementation roadmap.
- Knowledge assistants
Answers grounded in approved sources, with references and evaluation.
- Agent workflows
Connected work with defined tools and approval points.
- Custom AI applications
Interfaces and internal tools designed around real business tasks.
- Systems integration
Connections through APIs, with permissions and failure handling.
- Governance and adoption
Operating guidance, oversight and training tailored to the work.
From information to useful work
AI needs context and a way to act.
For example, an assistant can consult approved procedures to prepare an answer. If the next step changes a system or sends information, the workflow includes the human review agreed for that action.
How I work
Move forward with evidence, one step at a time.
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01 · Assess
Understand the work, the information available and the result worth pursuing.
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02 · Validate
Test a focused pilot against agreed measures of usefulness, quality and cost.
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03 · Integrate
Connect the application with the people and systems that will use it.
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04 · Improve
Review performance, support adoption and decide what should evolve.
I’m Guillermo Ayala
Systems experience. A focus on your next decision.
I’m a software engineer with more than 30 years of experience. Over the past four years, I’ve shifted my focus toward AI consulting and application development. My background in systems design and full-stack development helps me connect an idea with what it takes to implement it.
Professional development
I have completed these IBM programs:
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IBM RAG and Agentic AI Professional Certificate
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Program illustration IBM Enterprise AI Transformation and Consulting Professional Certificate
Practical guides
A clearer starting point for your decisions.
How to choose your first AI project
Narrow the task, establish a baseline and decide what a pilot needs to demonstrate.
Chatbots, RAG and agents: what do you need?
Understand the difference between conversation, grounded answers and actions.
Prepare your company’s knowledge
Review sources, ownership, permissions and updates before connecting them.
Start with a real task
What would you like to improve in your business?
Tell me what happens today, the outcome you want and the tools your team uses.