You will get a fast AI or SaaS feature audit with next steps


Project details
Use this when an AI/SaaS feature mostly exists but does not feel stable enough to ship.
I will review the feature, code path, prompts or model calls, data flow, error handling, deployment assumptions, and user-facing behavior, then give you a prioritized implementation plan. If the issue is small enough, the starter tier can focus on a quick diagnosis and the exact fix path.
Good fit for AI-built MVPs, half-finished SaaS features, broken React/Next.js flows, API-backed product features, prompt or agent workflows, and founders who need a practical engineer to turn a fragile demo into something real users can touch.
I will review the feature, code path, prompts or model calls, data flow, error handling, deployment assumptions, and user-facing behavior, then give you a prioritized implementation plan. If the issue is small enough, the starter tier can focus on a quick diagnosis and the exact fix path.
Good fit for AI-built MVPs, half-finished SaaS features, broken React/Next.js flows, API-backed product features, prompt or agent workflows, and founders who need a practical engineer to turn a fragile demo into something real users can touch.
Programming Languages
HTML & CSS, Python, TypeScriptCoding Expertise
Performance Optimization, SecurityWhat's included
| Service Tiers |
Starter
$150
|
Standard
$300
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 1 day | 2 days | 3 days |
Number of Revisions | 1 | 2 | 2 |
Number of Pages | 1 | 1 | 1 |
Design Customization | |||
Content Upload | |||
Responsive Design | |||
Source Code |
Optional add-ons
You can add these on the next page.
Additional Revision
+$125Frequently asked questions
About Jed
Full-Stack AI Engineer | TypeScript, APIs, Claude Code
Silverthorne, United States - 2:06 am local time
Good fit if you need someone who can jump into an existing TypeScript/Node, Python, React, API, or AI workflow project and make it work without weeks of hand-holding. I can read unfamiliar codebases, trace bugs, map data flows, tighten prompts, fix integrations, add tests, and get deployments unstuck.
What I can help with:
- Fixing broken or half-built SaaS features
- Claude Code / AI-assisted development workflows
- OpenAI, Claude, RAG, MCP, and agent-backed app features
- REST/GraphQL APIs, OAuth, webhooks, background jobs, and data sync
- React, Next.js, Node.js, Python, PostgreSQL, Docker, and deployment cleanup
- Codebase audits, bug fixes, production hardening, and handoff docs
Recent work includes building Python MCP servers for interview workflows, founding and building a production SaaS platform from scratch, shipping AI workflow tools, debugging cloud tasks, and working across frontend, backend, database, and deployment layers.
How I work:
1. Find the real failure point quickly
2. Make the smallest useful fix or plan
3. Add tests/logging/docs where needed
4. Leave you with software your team can run, not a fragile demo
If you have a messy product, a stuck integration, or an AI feature that needs to become production-ready, I can help move it forward.
Steps for completing your project
After purchasing the project, send requirements so Jed can start the project.
Delivery time starts when Jed receives requirements from you.
Jed works on your project following the steps below.
Revisions may occur after the delivery date.
Review the codebase and project setup
I trace the UI, API/model calls, data flow, and failure points, then return the smallest practical fix path.
Identify root issues and create a fix plan
I pinpoint the bugs, weak architecture, and unstable areas so I can fix the real problems, not just the symptoms.