Skip to main content

Enterprise Vibe Coding Services

Vibe Coding for Enterprise: Professional AI-Built Tools

Gnar Forge is a productized vibe coding service where a senior product engineer builds your custom internal tools in 2 to 6 weeks using AI-assisted development, backed by a fixed price, outcome guarantee, and 12-month bug-free warranty.

Gnar Forge projects range from $15K to $30K. Engagements are fixed price and result in a working application.

Vibe coded on a SaturdayBuilt in Lovable, Bolt, ReplitLead trackerDuplicates recordsExpense appCan’t handle scaleOnboarding workflowBreaksWith Gnar ForgeA working applicationConnects to your systemsHandles the edge casesBuilt-in maintenanceMaintained by GnarA real person who picks up when something breaksHostingMonitoringUpdatesYour appLiveVibe coded on a SaturdayBuilt in Lovable, Bolt, ReplitLead trackerDuplicatesExpense appCan’t scaleOnboardingBreaksWith Gnar ForgeA working applicationConnects to your systemsHandles the edge casesBuilt-in maintenanceMaintained by GnarA real person picks upHostingUpdatesYour appLive

Built by people who’ve shipped 100+ products, not someone who just discovered Cursor last Tuesday.

Fixed milestone price

Any overage on us

Guaranteed outcome

The software works as specified or we fix it

Twelve-month bug-free warranty

Three commitments on every build engagement

What changes

Get It Right The First Time

Your internal toolApproval systemsDashboardsYour systemsConnected on day oneHRISConnectedDataConnectedSync
Your internal toolApproval systemsDashboardsYour systemsConnected on day oneHRISConnectedDataConnectedSync

A working application

Not a prototype. A real, production-ready tool that connects to your systems and handles the edge cases your team didn’t think about.

Built-in maintenanceYour API changesFixedA dependency breaksFixedCan it also do this?In progress
Built-in maintenanceYour API changesFixedA dependency breaksFixedCan it also do this?

Built-in maintenance

When your API changes, a dependency breaks, when someone asks "can it also do this?", you’ve got a team on it. No more AI-generated code in production with nobody to call.

Our peopleProduct knowledgeArchitectural judgmentEdge-case awarenessAI toolsDirected, not unsupervisedThe AI handles the volume
Our peopleProduct knowledgeArchitectural judgmentEdge-case awarenessAI toolsDirected, not unsupervisedThe AI handles the volume

Context-Driven Development

Instead of letting AI tools generate code unsupervised, our senior engineers direct every decision with deep product context, architectural judgment, and a decade of experience shipping production software.

Shape ItWhat you’re trying to accomplishKeepFeatures that sound importantCutFeatures that don’t move the needleCut
Shape ItWhat you want to accomplishSounds importantCutDoesn’t move the needleCut

The right scope

They know which features to say no to, how to structure an app so it doesn’t collapse under real use, and what "done" looks like.

Two ways in

Build a tool. Fix an existing app.

Gnar Forge is designed for smaller, focused projects. But if we scope your project and realize it needs more, we’ll be upfront about it and offer you the right engagement model.

Internal tools

A new internal tool

Internal tools, operational workflows, approval systems, reporting dashboards, data integrations, client portals, and custom process automation.

Your new toolOperational workflowsApproval systemsA working applicationYour team can use it on day oneBuild
Your new toolOperational workflowsApproval systemsA working applicationYour team can use it on day oneBuilt-in maintenanceBuild
AI-generated code

A vibe coded app that’s already in production

We assess what’s there, determine whether to fix it or rebuild it (rebuilding is often faster and cheaper), and deliver a production-grade version with a 12-month bug-free warranty.

Built in Cursor or LovableIn productionBreakingEvery updateImpossibleA production-grade versionFix it or rebuild it, then maintain itFix
Built in Cursor or LovableIn productionBreakingEvery updateImpossibleA production-grade versionFix it or rebuild it, then maintain itBug-free warrantyFix

Proof

Our work

Foundational 1.0 product

From Concept to 700,000+ Users

700K+users
20xgrowth in the user base
Read case study

Client portal

Building A Transparent, User-Friendly Front-End

DellSupplier Award OnePak won as a result of our work
Multiplelanguages and user roles in one front end
Read case study

Process automation

Delivering Diagnostic Test Results More Quickly and Securely

95%faster result turnaround in the 2017 Malawi pilot
100%more reliable result delivery
Read case study
See all our work

How it works

How AI-Assisted Internal Tool Development Works

Gnar Forge pairs a senior product engineer with your team for 2 to 6 weeks. One person who can shape your idea, cut the right scope, and build the whole thing using the same AI-powered tools your team tried to use on their own.

What you’re trying to accomplishNot what you want builtKeepCutCut
Your goalNot what you want builtKeepCutCut
Step 1 · Scoping call first

Shape It

We start with what you’re trying to accomplish, not what you want built. Most projects shrink by 40% in this phase because we cut the features that sound important but don’t move the needle.

Senior engineerDirectingAI-assisted developmentBuildingCheck-inNext
Senior engineerDirectingAI-assisted developmentBuildingCheck-inNext
Step 2

Build It

Senior engineers using our Context-Driven Development methodology. AI-assisted development with real product judgment behind every decision. Your app takes shape fast, with check-ins along the way so you can see progress and course-correct before it matters.

UpdatesDoneSmall improvementsDoneSomething breaksPicked up
UpdatesDoneSmall improvementsDoneSomething breaksPicked up
Step 3

Maintain It

This is the part most vibe coding projects skip entirely, and the reason most of them fail within a year. AI code maintenance requires someone who understands both the codebase and the business.

Our record

Why Gnar?

Common questions

Frequently asked questions

Still have questions?

How do I know if my company qualifies?

The fastest way is to apply. The scoping call takes 30 minutes, and we’ll be direct about whether Forge is the right fit. Generally, if you’re a large enterprise or PE-backed company with multiple departments building their own tools (or wishing they could), you’re in the right zone. If you’re a small startup looking for a cheap MVP, we’re probably not your team.

Do you work with companies outside of professional services?

Yes. While professional services firms are where the vibe coding problem hits hardest, the pattern doesn’t care about industry. If you’re a large enterprise with real operational needs and a team that’s already experimenting with AI-built tools like Cursor, Lovable, or Replit, Gnar Forge can help.

Can’t we just use Cursor or Lovable ourselves?

You can. And your team probably already is. The question is whether the result will still be working in six months, whether it integrates with your existing systems properly, and whether anyone thought about what happens when three departments depend on an app that one person built as a side project. If those questions don’t concern you, DIY is fine. If they do, that’s why Gnar Forge exists.

What’s the difference between vibe coding yourself and hiring a vibe coding agency?

Vibe coding yourself means you get a working prototype fast. Hiring a vibe coding agency like Gnar Forge means you get a working product fast. The difference is everything that happens after the demo: security, scalability, error handling, integrations with your existing systems, and a plan for what happens when something breaks. A prototype impresses your team. A product serves your business.

What makes this different from hiring a freelancer?

A freelancer builds what you ask for. We challenge what you’re asking for before we build it. The product thinking, the scope discipline, and the long-term maintenance plan are what separate a tool that lasts from one that gets abandoned in 90 days. Plus, we back everything with three guarantees that no freelancer can match.

What kind of apps can you build in 2 to 6 weeks?

Internal tools, operational workflows, approval systems, reporting dashboards, data integrations, client portals, and custom process automation. If it’s a focused application that solves a specific business problem, it probably fits. We’ll tell you on the first call if it doesn’t.

How much does it cost?

Gnar Forge projects range from $15K to $30K. Engagements are fixed price and result in a working application. That includes product guidance, the complete build, deployment, and a month of maintenance to make sure everything is running clean. After that, ongoing maintenance starts at $1,000 per month. You get hosting, monitoring, support, and a standing relationship with the person who built your app. Compare that to the cost of your $180K-per-year director spending a month on something that ends up in the trash. Or the operations lead who spent six weeks in Lovable before realizing the app couldn’t handle their actual workflow. Or the PE portfolio company that let three departments build their own tools in Cursor, only to discover none of them talk to each other and nobody can maintain any of them. $15K to $30K gets you a finished product. Guaranteed to work. Guaranteed on price. Warranted for 12 months.

What if my project scope is too big for Gnar Forge?

Good news. We do that too. Our Build engagements handle larger builds at $150K and up, with the same triple guarantee. Gnar Forge is designed for smaller, focused projects. But if we scope your project and realize it needs more, we’ll be upfront about it and offer you the right engagement model.

Can you fix a vibe coded app that’s already in production?

Yes. This is one of the most common ways Forge engagements start. Someone on your team built something in Cursor or Lovable, it’s now in production, and it’s breaking, slow, insecure, or impossible to update. We assess what’s there, determine whether to fix it or rebuild it (rebuilding is often faster and cheaper), and deliver a production-grade version with a 12-month bug-free warranty. If your company is sitting on AI-generated code that nobody knows how to maintain, that’s exactly what Gnar Forge is built for.

How much does it cost to fix a vibe coded app?

Most Gnar Forge engagements fall between $15K and $30K, whether building from scratch or rebuilding something that was vibe coded and broke. The Shape phase in Week 1 determines the real scope. Either way, you’ll know the fixed price before the project starts, and that price is guaranteed.

What is Context-Driven Development?

It’s our proprietary methodology for AI-assisted software delivery. Instead of letting AI tools generate code unsupervised, our senior engineers direct every decision with deep product context, architectural judgment, and a decade of experience shipping production software. The AI handles the volume. Our people handle the thinking. That’s why we can deliver in weeks what used to take months, without sacrificing quality.

Gnar Forge scoping callNo pitch deck. No pressure.The problemThe right fitWhether we can help
Gnar Forge scoping callNo pitch deck. No pressure.The problemThe right fitWhether we can help

Start here

Your team is going to keep vibe coding. The question is whether it’s going to work.

Apply for a Gnar Forge scoping call. We’ll spend 30 minutes on what you’re trying to solve, whether your company is the right fit, and whether we can help. No pitch deck. No pressure. Just a conversation with someone who builds software for a living.

Apply for Gnar Forge

Let’s Talk

Contact Us

Tell us what you’re trying to build or fix.