Vibe Coding™ · AI-Assisted Development


Vibe Coding is AI-assisted development done properly. Our engineers use AI to handle the tedious parts so they can focus on architecture and business logic. You get better software, 60% faster, without cutting corners on quality — and often at a fixed price.

Working prototype in 4 days
85%+ test coverage
Fixed-cost option
Zero vendor lock-in
0%
Faster delivery
vs. traditional development
0 days
Typical prototype
From brief to working software
0%
Minimum code coverage
On all production deliverables
0%
Lower project cost
vs. traditional agency engagement
Why Traditional Development Fails

Six reasons software
takes too long and costs too much.

Six-Month "Quick" Projects

Traditional development moves at the speed of meetings, handoffs, and boilerplate. By the time the software ships, the business requirement that prompted it has already evolved. Velocity is the enemy of relevance.

Avg. enterprise project: 18mo from idea to production

Paying Senior Rates for Junior Work

Expensive engineers writing CRUD endpoints, configuring build pipelines, and producing boilerplate documentation. You're paying architect-level rates for commodity work that should be automated.

Up to 40% of dev time on repetitive boilerplate

Figma Mockups Instead of Software

Weeks of design iteration on static mockups that don't reveal real interaction problems. You don't know if a product works until you can click it. Mockups defer the hard questions.

Static prototypes miss 60% of UX issues

The "AI Coding" Quality Scare

Teams either avoid AI-assisted development entirely (leaving speed on the table) or use it recklessly (shipping unreviewed, hallucinated code to production). Both extremes are wrong.

52% of AI-generated code has security issues if unreviewed

Vendor Lock-In by Obscurity

Code written so idiosyncratically that only the agency can maintain it. The "documentation" is a 3-page PDF. You're held hostage to a vendor relationship by your own codebase.

67% of companies report agency lock-in via poor docs

Scope Estimates That Always Slip

Time-and-materials engagements with no incentive for the agency to be efficient. The longer it takes, the more they bill. Your "fixed" budget becomes a moving target.

66% of software projects exceed budget (Standish)
How it works

AI does the boring parts. We do the thinking.

Vibe Coding is a methodology, not a magic trick. Here's what it actually means in practice.

AI-Accelerated Development

Our engineers use AI to handle boilerplate, generate test suites, and draft documentation — not to replace thinking. The result is 60% faster delivery without cutting corners on architecture or quality.

GPT-4ClaudeCopilotCursor

Rapid Prototyping

Working prototypes in days, not sprints. Not Figma mockups — actual running software you can click, test, and give real feedback on. We iterate in real time, not in sprint review meetings.

ReactNext.jsFastAPIVercel

Full-Stack Capability

From React frontends to distributed microservices to mobile apps — we build the whole thing. No "that's not our scope" handoffs between frontend and backend teams that don't talk to each other.

TypeScriptPythonGoReact Native

Continuous Delivery

Vibe Coding doesn't mean shipping untested code fast. Every feature comes with tests, and everything goes through a proper CI pipeline with automated quality gates. We just write the tests faster.

CI/CDVitestPlaywrightGitHub Actions

Expert Code Review

AI-generated code requires expert review. Our engineers review every line with the same rigor as human-written code — nothing ships unreviewed, regardless of who (or what) wrote it. Quality is non-negotiable.

PR ReviewSASTCode QualityArchitecture

Fixed-Cost Projects

Because we move faster and more predictably, we can offer fixed-cost delivery more often. You know the budget upfront. If we underestimate, that's on us — not on your invoice. Aligned incentives.

Fixed ScopeMilestone-basedTransparent
The Vibe Coding Method

Four phases.
Prototype to production.

Click each phase to see what happens and what you receive.

01
Intent Mapping
Days 1–2

AI-assisted requirements analysis converts your brief into precise engineering specifications. We extract implicit requirements, map edge cases, and surface integration complexity before any code is written.

  • Technical spec
  • Edge case inventory
  • Architecture sketch
02
AI-Accelerated Build
Days 2–5
03
Expert Review & Harden
Days 4–7
04
Ship & Document
Ongoing
Speed Comparison

What we build in the time others scope.

Real development tasks. Traditional timeline vs. Vibe Coding timeline. Both held to the same quality standards.

Development TaskTraditionalVibe CodingSpeedup
API boilerplate (CRUD + auth)3–5 days4–6 hours8–10×
Unit test suite for existing module2–3 days2–4 hours6–9×
UI component library setup1–2 weeks1–2 days5–7×
Database migration scripts1–2 days2–4 hours4–6×
API documentation (OpenAPI)2–3 days1–3 hours8–16×
End-to-end prototype (3 features)4–6 weeks4–7 days5–6×
Data model + admin interface1–2 weeks2–3 days4–5×
Integration test harness3–4 days4–8 hours6–8×
Case Studies

Shipped fast.
Built right.

B2B SaaS Startup
MVP to Production
The Challenge

A funded startup needed to ship their MVP in 8 weeks to hit a board commitment, but their previous agency had quoted 6 months. The product required a full SaaS platform: auth, billing, multi-tenancy, a dashboard, and a customer-facing API.

How We Built It

Using Vibe Coding, we delivered a working prototype in week one for stakeholder validation. AI-accelerated the boilerplate (auth, billing integration, CRUD) while our engineers focused on the multi-tenancy architecture and the differentiating features. Every component passed senior review.

Outcome

Full production platform shipped in 7 weeks — one week ahead of the board deadline. 87% test coverage. The startup closed their next funding round on the strength of the demo. Codebase fully documented and maintainable by their new in-house team.

7 wks
Delivery time
vs. 6mo quote
87%
Test coverage
production quality
−55%
Cost vs. quote
fixed price
Beat
Board deadline
by 1 week
Enterprise Internal Tools
Workflow Application
The Challenge

A manufacturing enterprise needed an internal operations dashboard integrating data from 5 systems. Their IT backlog put it 9 months out. The operations team was managing the workflow in a fragile spreadsheet in the meantime.

How We Built It

We scoped and prototyped the application in 4 days, validated it with the operations team, then built the production version with proper integrations, role-based access, and audit logging. AI accelerated the integration boilerplate and the extensive form-handling code.

Outcome

Production application delivered in 5 weeks vs. 9-month backlog estimate. Operations team eliminated the spreadsheet entirely. The application handles 200+ daily users. Cost was 40% below the internal estimate.

5 wks
Delivery
vs. 9mo backlog
200+
Daily users
production load
40%
Cost reduction
vs. internal estimate
100%
Spreadsheet eliminated
fully migrated
FinTech Scale-Up
API Platform
The Challenge

A fintech company needed a partner-facing API platform with documentation, rate limiting, authentication, webhook delivery, and a developer portal. They wanted it production-ready in 6 weeks to onboard a major partner.

How We Built It

Vibe Coding accelerated the substantial boilerplate inherent in API platforms — auth flows, rate limiting middleware, OpenAPI documentation generation, and the developer portal UI. Our engineers focused on the webhook reliability architecture and security review.

Outcome

Platform shipped in 5.5 weeks. The major partner onboarded successfully and processed first transactions on schedule. Auto-generated, always-current API documentation. The platform now serves 40+ integration partners.

5.5 wks
Delivery
partner deadline met
40+
Integration partners
now in production
Auto-gen
API docs
always current
99.9%
Webhook reliability
delivery SLA
Common Questions

What skeptics ask us.

Prototype in 4 days

What's your current time-to-prototype?

If it's more than a week, we should talk. We can show you working software in the first four days of an engagement — not a mockup, real running code you can click.

See a prototype in four days
Fixed-cost available
85%+ test coverage
You own all the code