You will get a CTO-level AI product architecture and MVP roadmap
Top Rated
Project details
I will turn an ambiguous AI product idea into a concrete technical roadmap you can actually build. This is for founders, product teams, and operators who need senior technical judgment before committing to an AI implementation.
You will get a CTO-level assessment of what should be built, what should be avoided, where the real technical risk is, and what sequence gives you the best chance of shipping a useful production system.
This is a good fit if you are planning an AI MVP, adding generative AI to an existing product, evaluating a prototype, or turning a vague AI opportunity into a scoped build plan.
I cover product and technical feasibility, MVP scope, AI architecture and provider choices, data and integration design, production risks, guardrails, evaluation strategy, and practical next steps for build or team execution.
Depending on the package, you receive a written technical assessment, architecture roadmap, implementation plan, risk register, and delivery backlog.
This catalog project is not a full software build. It is the architecture and planning work that prevents the build from going in the wrong direction.
You will get a CTO-level assessment of what should be built, what should be avoided, where the real technical risk is, and what sequence gives you the best chance of shipping a useful production system.
This is a good fit if you are planning an AI MVP, adding generative AI to an existing product, evaluating a prototype, or turning a vague AI opportunity into a scoped build plan.
I cover product and technical feasibility, MVP scope, AI architecture and provider choices, data and integration design, production risks, guardrails, evaluation strategy, and practical next steps for build or team execution.
Depending on the package, you receive a written technical assessment, architecture roadmap, implementation plan, risk register, and delivery backlog.
This catalog project is not a full software build. It is the architecture and planning work that prevents the build from going in the wrong direction.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, AI-Enhanced Classification, AIOps, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Tools
Azure OpenAI, Hugging Face, PyTorch, Streamlit, TensorFlowAI Models
BERT, ChatGPT, GPT-4, LLaMA, WhisperWhat's included
| Service Tiers |
Starter
$650
|
Standard
$1,250
|
Advanced
$2,400
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 10 days |
Number of Revisions | 1 | 1 | 2 |
AI Model Integration | - | ||
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | - |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | - |
Model Documentation | |||
Model Monitoring | - | - | - |
Model Testing & Optimization | - | ||
Model Tuning | - | - | - |
Natural Language Processing | |||
NLP Tokenization | - | - | - |
Pre-Training | - | - | - |
Prompt Engineering | - | - | - |
Setup File | - | - | - |
Source Code | - | - | - |
Frequently asked questions
4 reviews
(4)
(0)
(0)
(0)
(0)
This project doesn't have any reviews.
MD
Marc D.
Jun 8, 2026
PokerEdge is a real-time poker intelligence layer
I had the pleasure of working with Pedro and was extremely satisfied with his work. He is professional, reliable, and consistently delivers high-quality results. Pedro communicates well, takes ownership of his responsibilities, and always goes the extra mile to ensure everything is done properly. I would gladly work with him again and highly recommend him to anyone looking for a skilled and trustworthy professional.
MD
Marc D.
May 7, 2026
PokerEdge is a real-time poker intelligence and education platform
Pedro is an absolute legend in the AI field. He clearly knows what he’s doing, communicates well, and brings real expertise to the table. His work was fast, sharp, and high quality.
I would definitely recommend him to anyone looking for serious AI talent and would happily work with him again.
I would definitely recommend him to anyone looking for serious AI talent and would happily work with him again.
IW
Itamar W.
May 15, 2025
AI Project Consulting
Pedro completed the job exactly as we wanted- great to communicate with and high quality work!
TS
Tejas S.
Nov 29, 2024
Experienced AI/Machine Learning Specialist Needed for Innovative Calendar
About Pedro
Fractional CTO | AI Architect | Production AI Systems
100%
Job Success
Lisbon, Portugal - 10:21 pm local time
Fractional CTO and AI engineer. 15+ years building search systems, ML platforms, credit engines, and recommendation systems across biotech, fintech, and martech.
The implementation layer is getting cheaper every quarter. Judgment about what to build, when, and with what tradeoffs has gotten more valuable. That's where most of my time goes now.
𝗪𝗵𝗮𝘁 𝗜 𝗱𝗼
• Help you decide what's worth building
• Help you scope it without painting yourself into a corner
• Take the technical side off your plate for a while
𝗛𝗼𝘄 𝗜 𝘄𝗼𝗿𝗸
• I'll tell you not to build it if it's not worth building
• I push back, and I expect you to push back on me
• I take responsibility, and I expect the authority that goes with it
𝗦𝗲𝗹𝗲𝗰𝘁𝗲𝗱 𝘄𝗼𝗿𝗸
• Medical-legal document extraction. Owned architecture, build, and the calls about what to automate vs leave to humans. Weeks of analyst review compressed to minutes. The interesting problems weren't the AI ones.
• Scientific AI platform for biotech R&D. Took a working PoC to a system the team actually relies on. Parser reliability, confidence calibration, CI/CD benchmarking.
• AI-assisted event marketplace. Backend architecture, payments, AI planning assistant.
• Domain-adapted speech recognition for spacecraft operations. Real-time voice-loop capture, indexed searchable transcripts, deployed across multiple missions.
• Personalized footwear production pipeline. Parametric CAD + automated manufacturing instructions. 2 days → 30 minutes per pair. Made the unit economics work.
𝗘𝗻𝗴𝗮𝗴𝗲𝗺𝗲𝗻𝘁𝘀
• Initial Fit Call — free. 30-min call + follow-up memo with 2–3 ranked next steps.
• AI Product Audit & Roadmap — from $7k, ~2 weeks. Pressure-test scope, architecture, stack, failure modes, team shape.
• Fractional CTO — custom, usually 10–20 hrs/week for 3–6 months. I own architecture, technical direction, and execution quality.
Stack often includes: Python/FastAPI, TypeScript/React/Next, Postgres, GCP/AWS, OpenAI/Anthropic, RAG, vector search.
Steps for completing your project
After purchasing the project, send requirements so Pedro can start the project.
Delivery time starts when Pedro receives requirements from you.
Pedro works on your project following the steps below.
Revisions may occur after the delivery date.
Review goals and context
I review the requirements, clarify the product goal, users, current state, and constraints before making architecture recommendations.
Assess feasibility and architecture
I evaluate the technical approach, AI model/provider choices, data and integration paths, feasibility, and major production risks.