You vibecode, I guide you to ship your dream product MVP.
Cursor, Bolt, V0, Claude Code — they get you 70% there. I close the gap. 1:1 sessions where we fix auth, deploy to production, harden security, and ship your product for real.
Data Science TPM at the VA · MS in Data Science · 400+ software beta tested · 20+ SaaS products consulted.
Manish Singh
Data Science TPM · Army Veteran
Choose How Hands-On You Want Me
Every session is 1:1 on Google Meet. Pick the mode that matches your learning style.
Start at $75. Scale When You're Ready.
No subscriptions, no contracts. Pay per session or save with a pack.
Single Session
1:1 Google Meet. Bring your vibe-coded project, a bug, architecture question, or 'how do I build this?' problem. Backed by 20+ SaaS product consultations and 100+ AI tools beta tested.
5-Session Pack
Structured learning across 5 sessions. We tackle auth, full-stack, SEO, deployment, security. You level up fast with guidance from a full-stack developer and data scientist.
Full Product Build
Take your prototype (or start fresh) and build a production-grade product together. You learn everything as we go — the same engineering standards I apply in federal and enterprise environments.
Add-On Audits
Standalone reports. Add to any session pack or purchase independently.
What AI Tools Build vs. What Production Needs
Vibe coding gets you 70% there. Here's the 30% that separates prototypes from products.
Auth & Security
AI tools scaffold basic auth but miss session management, CSRF protection, rate limiting, and proper role-based access. I've seen these gaps across 20+ SaaS products I've consulted on.
Database Design
Auto-generated schemas lack indexes, proper relations, migration strategies, and data validation. My data science background ensures your data layer is production-solid.
Deployment & DevOps
Going from 'works on localhost' to production needs CI/CD, monitoring, SSL, CDN, backups, and cost optimization. I do this daily in federal environments.
SEO & Performance
AI-generated apps ship with zero SEO, poor Core Web Vitals, missing meta tags, and no structured data. I build for discoverability from day one.
Payments & Logic
Stripe integration, webhook handling, subscription management, and edge cases AI tools miss entirely. Learned through shipping real SaaS products.
Testing & Errors
No test coverage, generic error messages, missing logging, and no observability for production debugging. Enterprise standards applied to your vibe-coded app.
Not a Strategist. Not a YouTuber. A Builder.
Everything I deliver, I've done in production — at the VA, Fortune 500, the Army, and across 4 of my own products.
Federal DataScience Leadership
Data Science TPM at the VA. Initiated the THINK-TANK for AI exploration and drafted my division's first AI SOP. Real compliance, real scale.
3 Degrees with 2 Masters
MS Data Science (Fordham), MPA in Healthcare & Public Policy (Baruch), BSc in Biochemistry & Math (McNeese). I speak tech, data, safeguard, policy, and compliance.
Army Veteran (SDVOSB)
U.S. Army Veteran (2013–2017). Service-Disabled Veteran-Owned Small Business. Discipline, integrity, and mission-first execution.
400+ Software Beta Tested
Beta tested 400+ software products including 100+ AI tools, and consulted on 20+ SaaS products. I know what separates prototypes from production.
Enterprise & Government
Senior IT Program Manager at Mango Consulting, Economist at Army Corps of Engineers, Paralegal at IRS. I navigate complex organizations.
Builder & Founder
Founded TourSyncer, co-founded Chobhar Inc. Pioneered GenAI with multiple LLMs for SaaS platforms and chatbots. Idea to revenue.
What People Say
Real feedback from consulting clients and vibe coding sessions.
“Manish doesn't just advise — he builds. His data science background plus full-stack skills made our AI integration seamless. Saves us 15+ hours every week.”
“I vibe-coded my MVP in a weekend. Manish helped me add real auth, fix my database, and deploy. His SaaS consulting experience shows — shipped in 3 sessions.”
“The security audit found 4 critical vulnerabilities in my AI-generated code. His federal security standards caught things no other consultant would.”
Common Questions
I've reviewed and refactored code from Cursor, Bolt, V0, Lovable, Claude Code, Antigravity, Windsurf, Replit Agent, ChatGPT, and Copilot. Having beta tested 400+ software tools including 100+ AI tools, I know their patterns and blind spots.
Absolutely. I hold an MPA alongside my MS in Data Science — I'm trained to explain complex things simply. I've taught in government, enterprise, and startup settings. I adjust to your level, never assume knowledge you don't have.
Audits are standalone add-ons. You can add them to any session pack or purchase independently. They're great before starting a session pack to know where to focus.
If you're not satisfied after the first 15 minutes of your first session, full refund. No questions asked.
Read Before You Ship
Hard lessons from taking AI-generated code to production — from someone who's reviewed 20+ of them.
Vibe Coding for Everyone: The Ultimate Starter Guide to Building with Claude Code
The era of staring at code you don't understand is over. Learn how vibe coding with Claude Code lets designers, founders, and solopreneurs build real software through natural language — no CS degree required.
The Vibe Coding Gap: Why Your AI-Generated App Isn't Production-Ready
Vibe coding tools like Cursor, Bolt, and V0 get you 70% of the way to a real product. Here's what they miss — auth, security, database design, deployment — and how to bridge the gap before you ship.
From MVP to Production: The Solo Founder's Complete Shipping Checklist
The complete checklist for solo founders taking an AI-coded MVP to production. Auth, payments, security, SEO, deployment — every step from 'it works on localhost' to 'users are paying for it.' Built from shipping 4 products.
Let's Turn Your Vibe Code Into a Real Product
Free 20-minute call. Show me what you've built — I'll tell you exactly what it needs to ship.