You will get an honest AI agent audit and a senior-engineered roadmap
Project details
I audit your AI agent / automation stack and deliver a roadmap that a senior engineer would actually act on. No vendor pitches, no AI hype — just honest findings and prioritized next steps.
What you get
• Written audit report (PDF + markdown)
• Prioritized 3-phase roadmap with time + cost estimates
• 60-minute review call to walk through the deliverable
• Honest "do this yourself" vs "hire help" split per recommendation
Who this is for
• Founders/CTOs who feel their AI setup is held together by duct tape
• Teams that bought AI tools but don't know if they're using them right
• Companies considering a build vs buy decision on agent infrastructure
What I bring
17 years of software engineering. Co-founded and ran a SaaS to ~$1M ARR. Built 16+ MCP servers + 12 Claude commands at a US fintech, used daily across engineering, marketing, ops. I review with the eye of someone who's shipped it, not someone who's read about it.
NOT included
• Implementation (Standard tier) — separate engagement
• Long-term retainer — by request
How to start
Order the project. I'll ask for a brief stack summary, then book the discovery call.
What you get
• Written audit report (PDF + markdown)
• Prioritized 3-phase roadmap with time + cost estimates
• 60-minute review call to walk through the deliverable
• Honest "do this yourself" vs "hire help" split per recommendation
Who this is for
• Founders/CTOs who feel their AI setup is held together by duct tape
• Teams that bought AI tools but don't know if they're using them right
• Companies considering a build vs buy decision on agent infrastructure
What I bring
17 years of software engineering. Co-founded and ran a SaaS to ~$1M ARR. Built 16+ MCP servers + 12 Claude commands at a US fintech, used daily across engineering, marketing, ops. I review with the eye of someone who's shipped it, not someone who's read about it.
NOT included
• Implementation (Standard tier) — separate engagement
• Long-term retainer — by request
How to start
Order the project. I'll ask for a brief stack summary, then book the discovery call.
AI Algorithms
Large Language ModelAI Applications
AI Chatbot, AI-Generated Code, AIOps, Conversational AIAI Models
ChatGPTWhat's included
| Service Tiers |
Starter
$400
|
Standard
$1,200
|
Advanced
$3,000
|
|---|---|---|---|
| Delivery Time | 3 days | 7 days | 14 days |
Number of Revisions | 1 | 2 | 3 |
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 | - | - |
Optional add-ons
You can add these on the next page.
Fast Delivery
+$100 - $500
Additional Revision
+$100
90-min follow-up call
+$250Frequently asked questions
19 reviews
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this is a flawed system. We never worked together. Sorry to the freelancer and I hope upwork can simply discard this contract as it never started. 0 hours.
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About Andrei
AI & Software Engineer | MCP, Agents | TypeScript, Python, Swift, Go
Chisinau, Moldova - 6:42 pm local time
17 years building production systems end-to-end — from first commit to scale
What I do best —
I take complex systems from idea to production: AI agents that run end-to-end workflows, browser-native automations that survive at scale, full-stack SaaS that handles real load, and native apps that ship clean. I'm hands-on across the entire stack — frontend, backend, infra, data, mobile, and increasingly the deep stuff: forked browsers, on-device AI, post-quantum cryptography.
I work fast, scope tight, ship clean. No hand-holding required.
Where I'm strongest —
AI Engineering: Claude Code, MCP Servers, Skills, Commands, AI Agents, Anthropic API, OpenAI API, Prompt Engineering, n8n, Workflow Automation, Multi-tool Pipelines
Full-Stack Engineering: TypeScript, Node.js, Python, Go — React, Next.js, Tailwind CSS — REST APIs, GraphQL, WebSocket, Microservices — PostgreSQL, Citus, Redis, MongoDB, NoSQL, SQL — Custom Queues, Message Queues, RabbitMQ — Cypress, A/B Testing, SSR/ISR, Core Web Vitals, Performance Tuning
Cloud & DevOps: Kubernetes, Cloudflare Workers / D1 / R2, Terraform, Helm Charts, Prometheus, Docker, GitLab CI, CI/CD, DigitalOcean, OVH, Linux
Browser-Native & Automation: Chromium (native C++ SDKs), Browser Automation, Headless Browsers, Anti-Bot Detection, Web Scraping, Fingerprinting, Proxy Networks, Scrapy, Selenium, Puppeteer
Mobile & Desktop: Swift, iOS, Kotlin, Android, React Native, Electron.js, Desktop Application Development, macOS
Edge & On-Device AI: Edge Computing, llama.cpp, On-Device LLMs, Edge Inference
Cryptography & Distributed Systems: Ed25519, X25519, Post-Quantum Cryptography, X3DH, PQXDH, Double Ratchet, Megolm, P2P Networking, Distributed Systems, Kademlia DHT, WebRTC, QUIC
How I work —
I architect first, then ship. I write specs when scope is unclear. I bring receipts: dashboards, metrics, working demos, not promises. I communicate async, deliver under tight deadlines, and don't disappear mid-project.
Senior contracts only —
Agents, MCP servers, SaaS platforms, native iOS, browser-native automation, distributed systems, edge AI.
Remote-first. CET timezone. English, Romanian, Russian: fluent in all three.
Available now. Send scope, timeline, and engagement type and I'll respond with a clear plan.
Steps for completing your project
After purchasing the project, send requirements so Andrei can start the project.
Delivery time starts when Andrei receives requirements from you.
Andrei works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery + access
60-minute kickoff call. You walk me through your current stack — tools, integrations, prompts, pain points. I take detailed notes and ask hard questions. Includes a short access checklist (read-only) so I can independently verify what's running.
Audit + analysis
I review your setup against modern AI agent patterns (orchestration, evals, observability, cost, latency, safety). I identify the 3 highest-impact gaps and 3 best quick wins. Standard/Advanced also benchmark against best-practices.