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$
USD
I will create your ai product strategy and implementation roadmap
Alessandro V.
About this gig
AI features are easy to demo and surprisingly hard to turn into reliable products. I will help you decide what is worth building, how to validate it, and where the real risks are before you commit a team and budget.
As an Engineering Manager with a technical background in software systems and machine learning, I connect product goals with implementation reality. We can evaluate generative AI features, internal automation, retrieval and knowledge workflows, model integration, human review, data requirements, evaluation, reliability, privacy, and operating cost.
You will receive a practical, prioritized roadmap with explicit assumptions and trade-offs. I will also flag use cases where conventional software is cheaper, safer, or more effective than AI.
This service is ideal for founders and product teams moving from an AI idea or prototype toward a production decision.
Message me before ordering the Standard or Premium package so we can agree on the product area and stakeholders involved.
Get to know Alessandro V.
Alessandro V.
Engineering Manager, Delivery and Cost Optimization
- FromItaly
- Member sinceJul 2020
Languages
English, Italian
I'm an Engineering Manager and Computer Engineer helping founders and product teams improve delivery, optimize engineering budgets and make clear technical decisions. Familiar with startups and corporate environments. My past work includes launching apps, automatise operations, managing budgets and reducing core technology and data infrastructure costs. I lead engineering teams, prioritize projects, review architecture, scope MVPs and plan AI adoption. You receive practical recommendations with clear assumptions, risks and next steps. Based in Italy, I work in English and Italian.
FAQ
Is this only for generative AI or LLMs?
No. The recommendation can include LLMs, classical machine learning, workflow automation, third-party AI services, or conventional software when that is the better solution.
Will you build the feature?
The core deliverable is strategy and technical planning. A prototype, vendor evaluation, or implementation oversight can be quoted separately.
Do I need an existing prototype?
No. I can work from a problem statement, existing workflow, early concept, or prototype.
Will you recommend specific vendors and models?
Yes, when useful, with the assumptions, trade-offs, operating costs, and likely lock-in made explicit.
Can you guarantee model accuracy or business results?
No credible advisor can guarantee them in advance. I will define how to test feasibility and success before scaling the investment.
