You will get your AI idea scoped into a build-ready MVP plan and roadmap
Project details
If you have an AI product idea but aren't sure what to actually build first, I'll turn it into a clear, build-ready plan.
You'll get a scoped MVP: the core problem, target user, the exact feature set for version one (and what to cut), user stories, and a prioritized Now/Next/Later roadmap. On the higher tiers I add a recommended AI/LLM approach (model choice, integrations, data), a realistic build sequence, a lightweight PRD, and a walkthrough call.
I'm the founding product manager of an AI app builder with a custom multi-LLM engine, and I've shipped six products end to end — so you get a plan grounded in what actually ships and holds up in production, not a wish list. Whether you're pre-build, mid-pivot, or handing this to a dev team, you'll leave with a clear, buildable scope everyone can act on.
You'll get a scoped MVP: the core problem, target user, the exact feature set for version one (and what to cut), user stories, and a prioritized Now/Next/Later roadmap. On the higher tiers I add a recommended AI/LLM approach (model choice, integrations, data), a realistic build sequence, a lightweight PRD, and a walkthrough call.
I'm the founding product manager of an AI app builder with a custom multi-LLM engine, and I've shipped six products end to end — so you get a plan grounded in what actually ships and holds up in production, not a wish list. Whether you're pre-build, mid-pivot, or handing this to a dev team, you'll leave with a clear, buildable scope everyone can act on.
AI Algorithms
Large Language Model, Multimodal Large Language Model, Transformer ModelAI Applications
AI Chatbot, AI Content Creation, AI Mobile App Development, AI-Generated Code, Conversational AIAI Models
ChatGPT, GPT-4, LLaMAWhat's included
| Service Tiers |
Starter
$300
|
Standard
$550
|
Advanced
$900
|
|---|---|---|---|
| Delivery Time | 3 days | 5 days | 7 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
About Mo
Technical Product Manager - AI, SaaS and Web App Products, End to End
Spokane, United States - 12:42 am local time
Over 4+ years I've independently conceived, scoped, and shipped six live products across e-commerce, marketplace, and B2B SaaS — including Stripe payments, multi-tenant architecture, and AI/LLM integrations.
What I do best:
• Turn a vague idea or customer pain point into a scoped, buildable product — MVP definition, user stories, roadmap, and a quality bar that holds up in production.
• Own AI/LLM product strategy end-to-end — I've shipped a multi-LLM engine (Gemini/OpenAI/Claude with automatic failover) and know where AI adds value vs. where it breaks.
• Ship real integrations: Stripe payments, third-party delivery (DoorDash Drive), auth, and multi-tenant SaaS on AWS and Firebase.
• Bring analytical, root-cause rigor — I once caught and corrected a revenue-reporting bug that wrongly showed a business at a loss, through independent re-derivation and differential testing.
Recent work:
• Flexity.AI — Founding PM of a multi-tenant AI-agent app builder (v0/Bolt/Lovable-class) that turns natural-language prompts into working web apps with live preview and one-click deploy. Custom multi-LLM engine, sandboxed execution on AWS ECS Fargate, and Stripe billing — held to a real bar with ~1,100 automated tests and CI gates.
• Feteers — Own the product end-to-end for a live restaurant: online ordering, Stripe payments, DoorDash Drive delivery, kitchen display system, staff payroll, and reporting.
• Masry.us — Bilingual (English/Arabic) community and marketplace platform.
• Trackola — Multi-tenant B2B SaaS for teachers, with subscription billing and an admin approval workflow.
Background: Apple Technical Specialist (2022–2026) — deep customer-insight and root-cause skills — plus Computer Science coursework. Bilingual English/Arabic.
I turn real customer problems into products that actually ship and hold up in production. Happy to talk through your product and where I can help.
Steps for completing your project
After purchasing the project, send requirements so Mo can start the project.
Delivery time starts when Mo receives requirements from you.
Mo works on your project following the steps below.
Revisions may occur after the delivery date.
Discovery & alignment
I review your idea, target users, and goals, and we align on what the MVP must do.
Draft MVP scope & roadmap
I define the MVP feature set, user stories, a prioritized roadmap, and the AI/LLM approach.