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 $125. Scale When You're Ready.
No subscriptions, no contracts. Pay per session or save with a 3-pack.
Single Session
1:1 Google Meet. Bring your vibe-coded project, a bug, architecture question, or 'how do I build this?' problem.
3-Session Pack
Structured progress across 3 sessions. We tackle auth, full-stack, deployment, and your specific blockers.
Need an end-to-end product build? Custom engagements available — get a quote →
Standalone Audits & Reports
Standalone reports. Add to any session pack or purchase independently.
The 30% Production-Ready Vibe Code Framework
Vibe coding gets your prototype 70% of the way. My framework focuses on the remaining 30% needed for production: auth, secure databases, APIs, and proper deployment.
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 work hands-on with Cursor, Bolt.new, v0 by Vercel, Claude Code CLI, Lovable, Windsurf, Replit Agent, and ChatGPT/Copilot. Since I have beta-tested 400+ software tools, I can help you bypass the limitations, syntax bugs, and hallucinations that these AI code generators frequently encounter.
Absolutely. Vibe coding is designed for non-technical builders, product managers, and solopreneurs. I hold an MPA alongside my MS in Data Science, which means I excel at explaining complex technical concepts—like databases, API routing, and state management—in simple, actionable terms.
AI code assistants excel at generating UI components and basic logic (the first 70%). However, they fail at production-grade requirements (the remaining 30%): setting up secure user authentication (Clerk, Supabase Auth), database scaling and relations, payment processing (Stripe webhooks), and robust deployment (Vercel, AWS, custom domains). My coaching is built around solving this 30% gap.
Audits are standalone, in-depth reports that you can purchase separately or add to any session pack. They are highly recommended prior to starting a 3-session pack, as they provide a clear, prioritized checklist of security vulnerabilities (OWASP Top 10), performance blockers (Core Web Vitals), and SEO schema errors to resolve during our live sessions.
Yes. We will configure your production environment, set up environment variables (.env), handle database migrations, hook up custom domains, configure SSL/HTTPS, and set up basic error logging (Sentry or Logflare) so you can confidently launch to actual users.
Looking for a different track?
Read Before You Ship
Hard lessons from taking AI-generated code to production — from someone who's reviewed 20+ of them.
AI for Program Managers, Directors and Leaders to Streamline Productivity
Product Managers, Program Managers, Government Officers, Teachers, Veterans, and Nonprofit Directors are saving 15+ hours per week using AI. Here's exactly how each role benefits — and how Manish Singh's 1:1 coaching sessions accelerate the transformation.
What Is OpenClaw? A Non-Technical Guide for Business Leaders
OpenClaw is the open-source AI agent with 310k+ GitHub stars. Here's what it does, whether it's safe for your business, how it compares to ChatGPT, and what setup actually looks like — explained for directors, PMs, and executives.
Claude Code for Non-Developers: How Product Managers and Leaders Use AI to Ship Faster
Claude Code isn't just for engineers. Product managers, directors, and business leaders are using it to prototype, analyze data, automate workflows, and ship 4x faster. Here's how to get started — no coding experience required.
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.