The AI software reckoning · 2026

Your AI-built app works.
That's exactly the problem.

Vibe-coding ships a demo in an afternoon — and a debt bomb that detonates in 6 to 12 months. Warhorse Forge is different. Describe your idea in plain English and we forge real, deployed software — adversarially inspected, hardened, and watched so it keeps working. Not a mockup. Not a maybe.

No credit card to start · Have an access code? Redeem it at sign-up
Forge inspection · live SEALED
!
Raw generated code public db · no row-level security
BLOCKED
Auth & tenant isolation RLS enforced · proven under test
PASSED
Adversarial inspection OWASP paths · 0 open findings
PASSED
Resident agent · drift watch baseline sealed · monitoring on
PASSED
Molten · brittleTempered · tank-stable

Built to the standards enterprise security teams audit for

SOC 2-aligned controls Tenant isolation, proven under test Adversarial inspection on every build Resident expert agent, per app Bring-your-own keys
The part nobody shows you

The code that "just works" is the most expensive code you'll ever ship.

Speed feels like a win — until the bill comes due. When AI-generated code runs on the first try, there's no alarm. The vulnerabilities, the missing access controls, the exposed data: they surface weeks later, after you've moved on and staked your business on it. The numbers are no longer anecdotes. They're a documented industry pattern.

45%
of AI-generated code introduces an OWASP Top 10 vulnerability — a pass rate flat at ~55% despite two years of "better" models.
SRC · Veracode, 100+ LLMs tested
2.7×
more vulnerabilities in AI-written code than human-written code, measured across thousands of real repositories.
SRC · CodeRabbit
62%
of AI-generated code samples contained security flaws in independent testing — higher than the headline figure.
SRC · Cloud Security Alliance
40%
of AI projects forecast to be scrapped by 2027 — costs, complexity, and the technical-debt bill coming due.
SRC · Gartner
Field report · vibe-coded apps in production · 2026
FEB 2026 A social platform shipped with zero hand-written code — a database left publicly writable. 1.5M tokens · 35K emails
2025–26 A popular AI app builder — generated database schemas with row-level security off by default. 170+ apps exposed
2026 A consumer app — missing access controls on endpoints returning private data. 72K images · 1.1M DMs
// Escape.tech scanned 5,600 vibe-coded apps → 2,000+ live vulnerabilities, 400+ exposed secrets, 175 instances of personal data sitting in the open.
The turn

You were never choosing between fast and safe.
You were choosing the wrong factory.

The problem was never that you described your app in plain English. The problem is that most tools stop at generation — they hand you molten code and walk away. Warhorse Forge doesn't generate and leave. It forges: every build is tempered, inspected, sealed, and watched. You keep the speed. We add the steel.

How it works

Generation is the cheap part. Permanence is the product.

Anyone can spit out code. The edge is rigor and permanence — built in at the factory, not bolted on after the breach.

01 · FORGE

Describe it. We build it — for real.

Plain English in, a working deployed web app out — with sign-in, a database, and integrations already wired. In minutes, not months. You approve a plain-English plan before a line is written.

02 · TEMPER

Adversarially inspected before it ships.

Every build is attacked on purpose — OWASP paths, access controls, exposed secrets, untested flows. If a gate fails, deploy is blocked until it's fixed. You are never handed a fake-green.

03 · SEAL

A resident expert baked into every app.

Each app ships with its own agent that apprenticed under the inspector during the build. It knows why the app is the way it is, warns you about its weak points, and hunts regressions — in plain English.

04 · WATCH

It keeps working after launch.

The resident agent watches your live app for drift and degradation against its sealed baseline. When something diverges, you get a specific, calm report — what changed, how bad, and the fix. This is the "keeps working" part nobody else sells.

Vibe-coded vs. forged

Yes, you can still vibe-code. No, you're not shipping a mockup.

Warhorse Forge keeps everything you love about vibe-coding — describe it, watch it appear — and removes the part that ends careers. The difference isn't speed. It's what happens the moment before deploy, and every day after.

Typical vibe-coding
Generates code, then walks away
"It runs" is the only safety check
Databases shipped publicly readable
Secrets and keys left in the open
No idea when it starts degrading
Often a prototype, not production
Warhorse Forge
Forges, inspects, seals, then watches
Deploy blocked until every gate is green
Tenant isolation proven under adversarial test
Secrets managed; nothing hardcoded in the open
Resident agent flags drift the day it starts
Real, deployed software — auth, DB, payments
Three ways in

However you like to build, it comes out tank-stable.

Non-technical founder, hands-on vibe-coder, or someone holding a broken app that's already live — there's a door for each.

MODE 01

Guided

Describe your app in plain English. Forge returns a short plan, you approve it, and it builds. Zero code, zero jargon.

  • Plain-English idea → approved plan
  • Optional market-intel check first
  • Live URL when it's done
Vibe-code, hardened
MODE 02

Freehand

Write or paste your own code and run it through the factory. You keep full control — Forge makes it bulletproof before it ships.

  • Your code, in a real editor
  • Live guardrail strip: what breaks, and the fix
  • "Harden & deploy" stays locked until green
MODE 03

Rescue

Bring a broken or abandoned app — from any AI app builder or code generator. Get a plain-English diagnosis, then a hardened rebuild.

  • Paste a repo or upload a zip
  • Plain-English teardown report
  • Rebuilt into the sealed scaffold
Rescue

Already shipped something that's quietly breaking?

The AI builder made it feel easy — until it went live. Now users hit errors you can't see, the code is a black box, and every patch breaks two more things. Every hour of downtime is costing you customers and trust, and you're one bad deploy away from starting over from scratch.

You are not stuck with it. Bring your broken or abandoned app — from any AI app builder or code generator — and Forge hands you a plain-English diagnosis of exactly what's wrong, then rebuilds it hardened, adversarially inspected, and sealed so it actually stays up.

Rescue my app
Proof, not promises

A real rescue, before and after.

This is what a Forge teardown looks like when a vibe-coded app comes in bleeding — and what it looks like when it walks back out sealed.

Diagnosis · as receivedWOUNDED
Public database. Row-level security off — any user could read every user's records.
Live API keys hardcoded in the client bundle, shipped to every browser.
No auth on 4 endpoints returning private data by ID.
Zero tests. No error handling. No input validation on the payment path.
No monitoring. First sign of a breach would be a customer's email.
Delivered · forgedSEALED
Isolation enforced. RLS on, tenant boundary proven as the app role under adversarial test.
Secrets moved server-side. Nothing sensitive in the browser bundle.
Every endpoint gated. Authorization checked before any record is returned.
Tests, validation, error handling wired across the critical paths.
Resident agent watching the sealed baseline for drift, 24/7.
Security & trust

Engineered for the questions your enterprise buyer will ask.

The apps you build with Forge are architected to meet the controls serious security teams audit for — so when a customer sends you a security questionnaire, you have answers, not a scramble.

🔒

Tenant isolation, proven — not assumed

Row-level security enforced and verified as the app role under adversarial testing. Your customers' data stays your customers'.

🔑

Bring your own keys (BYOK)

Your Stripe, your email, your storage — connected to your app under your accounts. Your revenue flows to your Stripe. Warhorse never touches your money.

🛡️

Fail-closed by default

Missing a required connector or an unpassed gate? The factory holds — clearly, with the reason and the fix. It never ships around a safety check.

Compliance posture
SOC 2-aligned
Built on controls mapped to SOC 2 Trust Services Criteria.
GDPR-aligned
Data-handling patterns designed for GDPR & CCPA expectations.
OWASP-tested
Every build inspected against the OWASP Top 10 before deploy.
Audit-ready
Sealed baselines & inspection records, ready for review.
Warhorse Forge is engineered to SOC 2–aligned control standards and designed to support your own compliance program. Formal certification and attestation status is available on request. Alignment is not a substitute for a completed third-party audit.
Pricing

Start free. Forge when you're ready.

Prove it on your own idea before you pay a cent. Upgrade when your app is making you money — or making you look good.

Tester
$39/mo
Kick the tires on a real, deployed app with the full rigor behind it. Have an access code? Redeem it for free or discounted access.
  • Guided build mode
  • 3 published & maintained apps
  • Full adversarial inspection
  • Resident agent included
Start building
Most popular
Builder
$59/mo
Everything you need to build, harden, and sell real software.
  • All three build modes: Guided, Freehand, Rescue
  • 6 published & maintained apps
  • Drift & degradation monitoring
  • Sell your app with your own Stripe
  • Market-intel validation
Start building
Scale
$129/mo
For operators running many apps — or reselling Forge itself.
  • Unlimited published & maintained apps
  • Everything in Builder
  • Priority forge & rescue queue
  • Affiliate dashboard — earn on referrals
  • Custom domains & storefronts
Go to Scale
Have an access code? Redeem it at checkout for free or discounted access.
The decision

Stop shipping debt bombs.
Start forging real software.

The next breach is already scheduled — it's just waiting on someone who chose speed over steel. Don't be the field report. Forge it right the first time.