AI ENGINEERING / BUILT FOR PRODUCTION
From a founder’s first product to an enterprise workflow. I build AI applications, private knowledge systems, and automation that fit your business—and can hold up in production.
YOUR STAGE. YOUR STARTING POINT.
A first AI product and an enterprise rollout need different plans. The engagement should reflect that.
FOUNDERS & STARTUPS
Find the smallest useful version of your product, validate the difficult parts, and ship something your first customers can use.
GROWING BUSINESSES
Connect AI to the systems your team already uses. Start with repetitive work, document bottlenecks, or hard-to-find company knowledge.
ENTERPRISE TEAMS
Move from experiments to a system your engineering and operations teams can evaluate, deploy, and maintain.
CORE CAPABILITIES
Connected systems.
Built around a real use case.
Make company knowledge useful with permission-aware search, source citations, and answers grounded in your documents.
Turn documents into structured records, validate important fields, and route exceptions for review before syncing with your tools.
A reliable foundation for your models, data, and applications. Built for observability, controlled access, and production workloads.
Purpose-built agents that research, plan, and act—with human approval where it matters.
Turn images and video into useful signals for inspection, classification, and operational decisions.
Build repeatable creative workflows that turn a brief into useful assets, with review and quality controls before delivery.
WHAT THIS LOOKS LIKE IN PRACTICE
Example workflows to help you picture the possibilities. Scope and success criteria are agreed for your project.
Teams lose time looking through scattered documents.
A private assistant retrieves relevant material, cites sources, and respects access permissions.
WHAT WE MEASUREAnswer quality · source accuracy · time to answer
People copy information between files, emails, and business tools.
Extract structured data, validate key fields, and send exceptions to a person before updating your system.
WHAT WE MEASUREField accuracy · review rate · processing time
Repetitive requests slow down your support team.
Classify requests, retrieve approved guidance, and draft a response. Route sensitive cases to your team.
WHAT WE MEASUREResolution quality · escalation rate · response time
THE APPROACH
Six deliberate steps.
One accountable engineering partner.
Define the business outcome.
Prepare trusted inputs.
Map the system and controls.
Test a working solution.
Release with confidence.
Measure, learn, improve.
WHERE AI CAN HELP
Useful AI starts with a specific workflow and a measurable goal. We define the baseline, evaluate the results, and keep people in control.
Explore industriesSupport research, document workflows, and clinical review.
Surface risk signals and support fraud investigation.
Automate routine work and triage security signals.
BEYOND THE DEMO
These requirements belong in the project plan from the beginning. We decide which controls your use case needs.
Define where data lives, who can access it, and what is sent to a model provider. Match retrieval to user permissions.
Test representative examples, inspect failure cases, and agree acceptance criteria before treating an output as reliable.
Add approvals for consequential actions, clear escalation paths, and predictable behavior when confidence is low.
Measure latency and usage. Choose models, caching, and routing around the quality and cost trade-offs that matter.
Make failures visible through useful logs, alerts, retries, and fallback behavior. Plan how changes can be rolled back.
Agree source-code access, deployment ownership, documentation, and support responsibilities before delivery.
WAYS TO WORK TOGETHER
A defined milestone, a phased build, or ongoing engineering support. Scope comes before a timeline or quote.
01 / DISCOVER
For a new idea, unclear requirements, or a prototype that needs a second opinion.
A plan you can make a decision on.
Discuss the scope02 / BUILD
For teams ready to turn a defined problem into a working application or integration.
Working software with a clear delivery plan.
Discuss the scope03 / EVOLVE
For an existing product that needs improvements, integrations, or technical leadership.
A consistent partner as your system grows.
Discuss the scopeCLEAR COMMUNICATION. SHARED EXPECTATIONS.
I work directly with you on the technical decisions, trade-offs, and next steps. For Upwork engagements, milestones and delivery expectations can be agreed in the contract.
View my Upwork profile and client feedbackScope, assumptions, responsibilities, and acceptance criteria.
Progress updates, working demos, and decisions documented as we go.
Agreed source code, setup instructions, deployment notes, and a walkthrough.
BEFORE WE START
Yes. Bring the problem, the intended users, and an example of the workflow. We can clarify feasibility, data needs, and a sensible first milestone before committing to a larger build.
Yes. The first step is to review the code, architecture, evaluation results, and current issues. That helps separate what can be reused from what needs to change.
Yes. We can agree responsibilities, repository access, review practices, and delivery milestones around your existing team and tools.
That depends on the architecture. We can assess private hosting, self-hosted models, or managed providers against your data and performance requirements. Provider terms and security controls should be reviewed before sensitive data is connected.
The answer depends on the integrations, data quality, evaluation needs, and production requirements. Share a brief and I can help define a scope. Timelines and pricing should be agreed after that review, not guessed from a feature list.
Yes. You can message me through the linked Upwork profile to discuss the project and agree the contract, milestones, and payment terms there.
We agree the handover and any ongoing support separately. That can include monitoring, fixes, iteration, or helping your team take over day-to-day operation.
LET’S MAKE THE NEXT STEP CLEAR
Send a short brief: what you want to improve, what exists today, and any deadline or constraints. An early idea is enough to start the conversation.
Discuss your project on Upwork Founders · growing businesses · enterprise teams