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.
Real Clients. Real Outcomes.
From government contractors to nonprofits to solo founders — here's what working together looks like.
“Manish showed us exactly how to position our veteran-owned business for government AI contracts. He understands both the federal procurement process and the technology — that combination is rare. We walked away with a clear strategy and actionable next steps.”
“I had zero coding experience but wanted my own e-commerce site. Manish taught me how to vibe code it myself — I built and launched bellemayaprints.com in our sessions together. Now I can update it, add products, and make changes without hiring a developer every time.”
“As a nonprofit, every dollar matters. Manish helped our association understand how AI can streamline our tax reporting and technical operations. He explained everything in plain language and gave us tools we could use immediately — no expensive software, no ongoing fees.”
“After 30 years of paper-based legal research, making the jump to AI felt overwhelming. Manish walked me through the transition step by step — which tools are reliable for case law, how to verify AI-generated research, and how to integrate it into my existing workflow. It's transformed how I prepare for cases.”
15-Minute Satisfaction Guarantee — on every service. If you're not seeing value in the first 15 minutes, full refund. No questions asked.
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: Build Real Software with Claude Code Today
Vibe coding with Claude Code lets designers and founders build real software through natural language — no CS degree, no syntax memorization required.
The Vibe Coding Gap: Why AI Apps Aren't Production-Ready
The vibe coding gap is why your AI-generated app isn't production-ready. Here are 6 critical security, database, and DevOps fixes to close the gap.
MVP to Production: The Solo Founder's Shipping Checklist
From MVP to production as a solo founder: the complete checklist covering auth, security, payments, SEO, monitoring, and every step before launch day.
Hear It From a Real Client
Watch what working together actually looks like — straight from someone who's been through it.
Tap to play — real feedback from a real session.
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.