AI workflow architecture
Turn a business or product workflow into explicit inputs, decisions, tools, outputs, fallbacks, and human checkpoints.
AI & Automation
AI that becomes part of the product — not a disconnected demo
I help teams move from an AI opportunity to a dependable implementation: mapping the workflow, connecting the right APIs and data, engineering structured outputs, and keeping reliability and usage cost visible.
Where this service fits
Best for product teams and operators who already have a valuable workflow to improve and need an engineer who can connect AI to the surrounding backend, interfaces, and operational rules.
What I can help with
Generative-API workflows, AI agents, structured outputs, and automation designed around real product constraints.
Agents and generative APIs
Integrate LLM and generative services into PHP, JavaScript, or Python-backed products without isolating them from the rest of the system.
Structured information pipelines
Design prompts and application logic that transform unstructured content into validated, application-ready metadata and actions.
Reliability and cost awareness
Account for retries, failure paths, token or usage cost, asynchronous work, and the operational behavior around AI calls.
Typical engagements
AI systems and automation
- AI opportunity and workflow assessment
- Generative-API proof of concept connected to an existing product
- AI feature implementation across backend and frontend
- Prompt, workflow, reliability, and usage-cost review
Evidence behind the offer
Evidence behind the offer
Multi-tenant SaaS · generalized
Implemented AI agents, prompt engineering, generative-API automations, and usage-cost optimization while leading a Laravel backend.
News intelligence · generalized
Built an OpenAI-backed analysis layer that converted articles into structured categories, geography, importance, and bias-related metadata.
Engineering thesis
Built a pipeline using GPT-3.5 for structured feature extraction and a Keras/TensorFlow regressor for software-task effort estimation.
How I work
How I work
- 01
Understand
Clarify the product goal, users, existing system, constraints, risks, and evidence.
- 02
Shape
Define boundaries, workflows, decisions, milestones, and the smallest credible implementation path.
- 03
Build
Implement in reviewable increments while keeping integrations, failure paths, and maintainability visible.
- 04
Validate
Test the critical paths, document decisions, prepare deployment, and leave a clear operational handoff.
Upwork
Have a product, workflow, or system that needs senior technical ownership?
Share the context, constraints, and desired outcome. I can help shape the technical path and execute the work.