
Vibe Coding Debt: Spot It Without Reading Code
A founder’s guide to vibe coding technical debt: six business symptoms, five audit questions, and a coached-AI operating model that keeps speed without compounding slop.
Is This You?
01
From idea to working version, fast
You have the conviction and the context. We turn it into a working product in weeks, not months, building from the first conversation.
02
Execution you can trust from day one
You've done your homework. Maybe you've been burned before. You need a partner that ships real software quickly and doesn't create a codebase only they can maintain.
03
Senior builders, embedded with yours
Not every engagement starts at zero. Some customers hire our engineers to build alongside their own team: same discipline, same shipping cadence, inside your workflow.
The Real Problem
Some founders wait too long because they can't find a team they trust. Others start fast with a team that can't keep up. Either way: lost time, and a codebase that fights you.
Fast demo, then friction. Every release gets harder.
Each iteration faster than the last, built for momentum.
There Is a Better Way
Product Builders ship working software alongside you. AI accelerates each cycle. Senior Engineers keep the codebase flexible, so you own what gets built and momentum never stops.
Layer 1 · The build layer
We don't have product managers. Product Builders understand what your users want, stay close to your business, and build the software themselves using AI and tooling our engineers build in-house.
Layer 2 · The foundation
They build that tooling, review every change, and adjust the architecture as the product grows, keeping the codebase ready for the next iteration, not just this one.
How a feature ships
01
Build
A Product Builder builds the feature, using AI and our internal tooling
02
Verify
They verify it in a preview environment, exactly as your users will see it
03
Review
A Senior Engineer reviews the code and adjusts the architecture
04
Ship
The feature ships. The next cycle begins
Days
to a working version
Every
release teaches something
Zero
rewrites needed
One
team, full ownership
Every software product you use daily is still being built. That's the endeavor, and we're with you for it.
The AI Question
Tools like Lovable can turn your idea into a working product in days. If you're testing an idea, do exactly that. The real question: what happens after the demo works?
Where AI tools are genuinely good
Do all of this. Learn what works. Then come talk to us.
Where they break down
Context
AI fixes one thing without seeing the whole product. Each fix works. The product drifts.
Architecture
The code works today. But it's long and tangled, and a real team will struggle to maintain it. A ticking time bomb.
Regulated reality
In healthcare and other regulated fields, rules like SOC 2 and HIPAA shape how every workflow is built. You can't prompt your way through that.
We build with AI. We just don't let it build alone
01
We use AI every day, and we coach it: skills, prompts, and guardrails, improved constantly. Slop never reaches your code.
02
Every feature starts with the data model and an architecture decision. Then AI speeds up the build.
03
Product Builders build what your users need. Senior Engineers keep the code and architecture solid underneath.
AI is the tool. Human judgment is the engineer. When your prototype has to become a product, that's where we come in.
Founder-Led
Better isn't run by account managers or sales teams. It's led by a founder who has shipped products from first commit to production scale.
We limit ourselves to 5–7 engagements at a time, and most run multi-year, growing as the product and business grow.
Former Microsoft and Google Engineer. IIT alumnus. 9+ years of building products.
Helped build platforms contributing to $100M+ cumulative revenue. Leading a 40+ team of engineers and product builders.
What We've Built
Every product started with a scoping decision, not code. Operators who became founders. Internal tools that became products. Side projects that raised funding.
Home mortgaging, now a unicorn
Fintech
5x revenue growth through custom software
Clean EnergyDental network operations platform
HealthcareAmazon compliance SaaS for brands
E-commerceAutonomous data processing platform
AI/ML
Debt management, Techstars-backed
FintechExplore and share research papers
EdTech
Trading firm in Hong Kong
FinanceNetherlands-based trading firm
FinanceAI knowledge graph for enterprises
AI/ML
Ranch management for US ranchers
AgriTech
Social recommendation platform
Social
Diversity & inclusion for enterprises
EnterpriseMVP for US-based catering chain
F&B
Facility management software
PropTechCommunity visibility for caregivers
HealthcareSocial betting for sports events
Gaming
Uber for ambulance, funded by Uber
LogisticsHome mortgaging platform
Fintech
Credits for healthy spending
FintechFounders & Operators
They came with deep domain expertise and needed a team that could keep up, without requiring them to manage engineers day to day.
CTO building a mortgage platform from the ground up
"The quality of work they deliver is very impressive and a step above their peers."

Jonathan Hsu
CTO, Valon
Co-founder launching a consumer app with no in-house engineers
"The items were delivered on top, and any issues that arose were quickly addressed."

Tommy Kranwinkle
Co-Founder, Kizuna
CIO modernizing operations across 45+ dental practices
"They have always been receptive to feedback, which is the most important thing for us."

David Hanson
CIO, Apex Dental Partners
CEO scaling an AI-powered enterprise platform
"Good pool of talent. Easy to work with. Their culture is in alignment with ours and their processes allow for easy onboarding."

Siddhartha Gupta
CEO, Nesh
Our Standards
These practices keep each iteration fast and safe, so you spend time shipping features instead of fixing what broke.
Commit
every change tracked
Review
every line, second look
Automated tests
verified before live
Ship
without breaking what works
Your product stays flexible as it grows.
Fewer bugs reach your customers.
Any qualified engineer can pick it up.
Updates ship without breaking what works.
Your product feels trustworthy on first impression.
Small issues never become big problems.
Your team moves faster from the start.
Every line gets a second look.
Our Own Work
The same discipline goes into what we build for ourselves, from the open-source template that bootstraps every project to products of our own.
The free, open-source starter that bootstraps every project we begin: Flask on the backend, React on the frontend, clean from day one.
A self-hosted AI SRE that watches production, finds root causes with evidence, and drafts the fix as a PR. Nothing ships without human approval.
Insights & Resources

A secure, enterprise-grade foundation for a two-sided caregiving marketplace, built to handle sensitive data and rapid growth from day one.
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A secure, compliant, and modular financial foundation strengthened through senior engineering augmentation, built to handle high-volume transactions, strict regulatory controls, and rapid feature delivery without compromising stability.
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A secure, compliant, and scalable healthcare SaaS foundation engineered to handle sensitive patient data, complex reporting, and strict regulatory requirements from day one.
Read case study
A secure, compliant, and modular financial technology foundation engineered for high-volume transactions, strict regulatory controls, and rapid feature development from day one.
Read case study
Common mistakes first-time founders make with their product — and how to avoid them.
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What to look for in a team that builds products meant to last.
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Hard-earned lessons on surviving first versions and growing from there.
Read freeLatest Blog
Let's Work Together
30 minutes to walk through your product and see what working together would look like.
Even if you go with another team, you'll leave with a sharper picture of the work ahead.
What you'll walk away with
What to ship first, and what to learn from it
Team structure that keeps momentum through iteration
Realistic timeline with shipping milestones, not planning phases
Biggest risks surfaced early, while they're cheap to address
Build vs. buy guidance for the decisions that affect speed
Most teams figure these out after the rewrite has already started.
Frequently Asked Questions
Can't find what you're looking for? Book a call and we'll answer directly.
Get Started
Whether you're ready to start or evaluating partners, 30 minutes with Jai will give you a clear next step. No commitment required.
Start Building the Right ProductJoin Us
We're always looking for builders who ship with care and want to help founders turn ideas into working products.