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The 80/20 AI & Code Generation Hybrid for .NET
Generate 80% deterministic baseline DB schema, CRUD - with 0% AI hallucinations.
Generate 80% deterministic baseline DB schema, CRUD - with 0% AI hallucinations.
Then use your AI Tools to code the remaining 20%.
You can do this in 3 simple steps and have a working application in minutes.
✓ 80% Deterministic Foundation
✓ 80%+ Reduction in AI Token Costs
✓ Zero AI Hallucinations
✓ Built to complement Cursor, Copilot & Claude
Generate production-ready code for control libraries in a few steps
Your Workflow, Accelerated
You build the core features. Let us handle the setup.
Stop spending your best engineering hours wrestling with boilerplate templates. You will get predictable, ready-to-ship generated code so you can focus on what matters.
Instead of wasting AI tokens or manual hours wiring up DB contexts, repositories, and controllers, let CodeStencil instantly generate your entire structural baseline. Save your time (and AI prompts) for complex domain logic.
LLMs routinely guess foreign key relationships, invent non-existent properties, and produce subtle logic bugs when asked to generate large codebases. CodeStencil delivers 100% predictable, schema-exact code right out of the box.
Feeding massive database schemas into ChatGPT or Claude burns through millions of tokens and dilutes the AI’s context window. CodeStencil generates the heavy structural plumbing offline, leaving your AI sharp, focused, and cheap to run on complex business rules.
The Hidden Cost of Setup Grind
The boilerplate loop is killing your delivery speed.
Every day spent rewriting CRUD foundations and architecture layers is a day your product isn't hitting the market. Here is exactly what happens when you rely on traditional manual setup.
Endless Boilerplate Grind
Wasting initial sprint cycles manually setting up standard repositories, DB plumbing, and repetitive CRUD screens.
The Consequence:Delayed time-to-market and high developer burnout on tedious tasks.
Token Exhaustion & Prompt Fatigue
Passing huge database definitions into LLMs bloats prompt sizes, drains token budgets, and leads to infinite prompt tweaking loops just to get simple logic right.
The Consequence:Skyrocketing API costs and degraded AI response quality due to bloated context windows.
The 80/20 Hybrid Workflow
Modern engineering teams shouldn't rely on 100% pure manual coding or 100% unconstrained AI generation.
The Solution: Use CodeStencil's deterministic engine for the 80% foundation, then feed that clean, native code into your AI assistants to write the final 20%.
Why Developers Build with CodeStencil
Automated, highly predictable codebases designed to accelerate development cycles
0% AI Hallucinations in Core Setup
Unlike LLMs, CodeStencil utilizes a deterministic engine. The code generated is 100% predictable, schema-compliant, and free of subtle runtime bugs.
80% Instant Architecture
Instantly generate your data access layer, dependency injection wiring, repository patterns, and full MudBlazor or DevExpress CRUD interfaces.
80%+ Token Savings
Keep your LLM context window clean. Stop paying per token to generate standard CRUD controllers that a schema-driven engine can build instantly for free.
100% Architectural Freedom
CodeStencil produces clean, standard, human-readable .NET code with zero proprietary runtimes, no runtime licenses, and absolute vendor independence.
Why Developers Use CodeStencil
Build and Ship Custom App Scaffolds in Minutes, Not Days
You can ship faster without rewriting the same scaffolding for every project. Keep control of your code while your team skips the setup grind.
80% Instant Architecture
Stop wasting entire development cycles setting up basic boilerplate layers manually.
- Generate clean .NET foundations instantly
- Convert database models directly into code
No AI Hallucinations
Avoid the risk of loose AI models inventing parameters or breaking your application logic.
- 100% predictable, exact code output
- Zero syntax errors or hidden bugs
Zero Prompt Fatigue
Skip the hours spent writing, tweaking, and re-submitting complex prompts to ChatGPT or Claude.
- Get perfect context right out of the box
- No endless prompt engineering loops
See the Quality for Yourself
Download a pre-generated Clean Architecture CRUD Application.
Don't take our word for it—inspect the output. Enter your email to receive a complete, production-ready CRUD application generated instantly by CodeStencil. See the architecture, clean syntax, and patterns we use to eliminate boilerplate for yourself.
- Instant, fully-functional CRUD foundation
- Clean, maintainable architectural patterns
- Ready-to-run MudBlazor or DevExpress components
- Zero-spam guarantee. Just raw, usable code.
Get the Source Code
We'll email you the link to the generated project
Try out the application.
CodeStencil Download is Offline
Download is temporarily offline as we wrap up the September 2026 release. To get notified when the new release is available, please submit the form below.
Three Steps to Flawless Scaffolding
See how easy it is to skip the setup grind and get right to building features.
1
Connect & Generate the 80% Core
Point CodeStencil to your SQL Server, MySQL, PostgreSQL, or SQLite schema. Instantly generate your production-ready, clean .NET solution.
2
Open in Your Favorite IDE & AI Tool
Load the generated project into Visual Studio or VS Code with GitHub Copilot, Cursor, or Claude active.
3
AI-Assist the Final 20%
Prompt your AI assistant to generate unique business rules, custom calculations, and specialized workflows on top of a rock-solid, zero-hallucination baseline.
