You will get a production AI system audit for reliability, cost, and scale
Top Rated
Project details
This project is for founders and teams who already have an AI product, feature, or workflow in place and need senior technical judgment before scaling, rebuilding, hiring, or investing further.
I review production or near-production AI systems with a CTO and AI architect lens. The goal is to identify the highest-risk weaknesses, the biggest cost and reliability issues, the architecture gaps, and the next technical decisions that matter most.
Typical audit areas include system architecture, model/provider choices, prompt and workflow design, data flow, observability, reliability, latency, cost drivers, deployment risks, and team execution constraints. If useful, I also review supporting code, documentation, screenshots, logs, or repository context.
This is not a generic surface-level review. You will get a blunt, practical assessment of what is working, what is fragile, what should change first, and where you should not waste time or budget.
Depending on the tier, deliverables can include a findings memo, prioritized recommendations, architecture notes, and a technical roadmap for stabilization, improvement, or scale.
I review production or near-production AI systems with a CTO and AI architect lens. The goal is to identify the highest-risk weaknesses, the biggest cost and reliability issues, the architecture gaps, and the next technical decisions that matter most.
Typical audit areas include system architecture, model/provider choices, prompt and workflow design, data flow, observability, reliability, latency, cost drivers, deployment risks, and team execution constraints. If useful, I also review supporting code, documentation, screenshots, logs, or repository context.
This is not a generic surface-level review. You will get a blunt, practical assessment of what is working, what is fragile, what should change first, and where you should not waste time or budget.
Depending on the tier, deliverables can include a findings memo, prioritized recommendations, architecture notes, and a technical roadmap for stabilization, improvement, or scale.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AIOps, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$750
|
Standard
$1,500
|
Advanced
$2,500
|
|---|---|---|---|
| Delivery Time | 5 days | 7 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 - 4:19 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.
Client shares requirements and system context
I review the product, architecture, stack, and current issues