GenAI-Logic: The MCP Server That Delivers AI’s Business Agility Promise

GenAI-Logic adds the missing half of GenAI — declarative business logic that makes AI systems governed, reliable, deployable, and real.

Powered by a unique spreadsheet-like Declarative Business Rules engine.

5 rules replace ~200 lines of procedural code.Declarative logic ensures correctness, safety, and explainability.

pip install ApiLogicServer

genai-logic start

genai-logic create --db-url=

See the 8-minute creation demo →

The Problem: Procedural GenAI Fails

GenAI delivers agility on the front end, but backend procedural logic cannot be governed — it breaks easily, cannot be trusted, and blocks enterprise adoption.

❌ Serious Bugs

Order not repriced when product reselected

👓 See project and CoPilot analysis

❌ Unmaintainable Logic

Pages of code - hard to read, maintain

❌ Risky re-generation

Dependency management requires complete regeneration, risking bugs and hallucinations

Vibe

For details, click the ">" for a short slide show

Logic Is Half the Effort

No Approach to Vibe or Low Code is Complete
Without Logic Automation

The Solution: Declarative GenAI — Rules, Not Code

Only GenAI-Logic Closes the Gap, Replacing FrankenCode with Rules that are 40x More Concise

✅ AI, plus...

✅ LogicGen

Trains AI to Generate DSL Rules, Not Frankencode
Reliable, Predictable Project Creation

✅ Declarative Business Rules Engine

Optimized for transaction logic — not a RETE-style rules engine. Executes with SQL-based dependency pruning for high performance.

Executes the Declarative DSL Rules
- Automatic Dependency management drives quality, transparency, and business agility
- Logic is nearly half the dev effort
Standard JSON:API
- Automatic MCP, Governed by Rules

Declarative GenAI Addresses Business Logic

Fully Delivers the Speed and Simplicity of AI
Governable: No FrankenCode, No Hallucinations
Powered by a dual-logic model — AI plus a deterministic rules engine — that no procedural GenAI or low-code tool can replicate.

Vibe Automation Means

Proof: 5 declarative rules replace 200+ lines of brittle FrankenCode —
40× more concise, easier to maintain, and enterprise-ready.

The Vision: Vibe the Whole Stack

"It should be as simple to build systems as it is to imagine them"

With declarative business logic, creating a system can finally match the way we think about it.

Full-Stack Vibe becomes real. With backend logic governed and predictable, WebGenAI can generate UI, API, data, and logic — the whole stack — from natural language.

Business + IT Harmony

Business users prototype in WebGenAI.
IT receives a standard, extensible backend — not a low-code black box.

Custom UI Vibe

AI scaffolds full React applications that developers can refine using familiar tools, powered by a deterministic rules engine.

Business Logic Agent

NL logic is converted to governed DSL and executed by a deterministic runtime — ensuring correctness, transparency, and enterprise trust.

Faster Than Low-Code, Without the Low-Code Lock-In

Standard IDE. Standard deployment. Extensible with standard Python.

$G WebG

WebGenAI - Complete System From Browser Prompt

No Screen Painting, No Database Design

With Business Logic

The Business Logic Appliance

Your backend becomes a Business Logic Appliance — ready to plug into your enterprise architecture.

GenAI-Logic produces a governed, executable backend:

• JSON:API for B2B and web apps

• MCP-discoverable endpoints

• Messaging for application integration

• Deterministic rules reused over all transaction sources

• Container-ready deployment

A logic appliance means infrastructure that runs your logic — not scripts, not frameworks — with deterministic guarantees.

$B Appliance

Declarative Logic Without Procedural Chaos. See how it works →

MCP-ify Your Existing Database

Turn any database into an executable, MCP-discoverable microservice — in minutes.

GenAI-Logic creates a full project directly from your schema:

• JSON:API, MCP Discovery

• Admin UI

• Business Logic Agent scaffold

Start from your existing DB, or describe a new one in natural language.

Add your business logic in NL or Python — the engine handles the rest.

The Spreadsheet for Business Logic →

5 Rules, not 200 lines of code
40× less code to maintain — and dramatically fewer bugs —
for the backend half of the system

No scaffolding. No boilerplate. No mock data.

Create a Governed MCP Backend in One Minute:

genai-logic create --db-url=sqlite:///samples/dbs/basic_demo.sqlite

# MCP Server ready...

# Add Logic to make it governable...

$A MCI-ify

Test in Copilot:

On Alice's first order, update the widget quantity to 100

The Benefit: Up To 80% Less Effort, Time and Risk

GenAI + Business Logic Automation

Baseline Project Effort

Business Logic is Nearly Half the Effort

AI Only

✅ Good UI Support

- - See video (2:28 in the video below)
  - Or use your favorite tools

❌ But Fails on Logic

- - Buggy: Key Cases Missed
  - FrankenCode: Maintenance Challenge
  - Architecture: often created on client (!)
  - Nearly Half the Effort Remains...

AI Plus GenAI-Logic Automation

Rules are 40X More Concise Than Procedural Franken-Code
Unique to GenAI-Logic
Transparent to Business Users
Fully Extensible with Python
Governable, No Hallucinations

4 Economics

Impact: total project effort reduced by ~80% —
from 100 units pre-AI,
to 56 with AI alone,
to just 20 with GenAI-Logic.

Only GenAI-Logic Automates Backend Logic
To Fully Realize the Speed and Simplicity of GenAI

Explore Declarative GenAI

Declarative GenAI

Natural Language Simplicity
LogicGen to eliminate Franken-response
Declarative Engines for Execution

✅ 1. Automatic Backend - why bother with data mockups?

Create MCP API from existing database
Create database from prompt

✅ 2. Automatic App - why start from scratch?

Kickstart with a running, multi-page application
Customize with your favorite Vibe tools

✅ 3. Declarative Business Logic 🏆

Vibe for UI and logic -- half the effort

See how rules are More Concise than Code

Properly Factored out of UI

✅ 4. Standard IDE, Language, Deployment

Full Extensibility With Python
Human in the Loop Governance

Vibe

Check out the Video - click here

Explore the Project in your Browser - click here

Run this yourself - click here

✅ Free and Open Source - Simple Install, Tutorial with Vibe

Partners

Fernando Vazquez Nuñez

CEO | Director General

(Strategic Partner)

GenAI Logic allows us to further accelerate the development of innovative software solutions that respond to the growing need for digitalization and process automation. Ontimize Web, our low-code web application framework, allows developers to declaratively implement powerful user interfaces for complex business applications. By integrating Ontimize Web with GenAI Logic, we automatically obtain a robust rules-based backend that fully supports the needs of our frontend and a fully documented API.

Furthermore, the generative capabilities of GenAI Logic allow us to automatically generate 90% of the application from a prompt. That’s really impressive! Most importantly, it means that our developers no longer have to manually declare hundreds of user screens, with their corresponding CRUDs, business logic and API endpoints. They can now focus on understanding the business requirements and designing a user experience that customers will love.

Mark McLellan Director

(Partner)

Rowbot is a new breed of data management platform that enables a true Data Mesh architecture. It allows non-technical business users to integrate data from multiple disparate databases and create a unified view of activity across the organization.

We output a unified dataset and pass that to GenAI Logic. In 2 minutes we have a fully functional application, allowing an analyst to see customer activity across all participating systems.

Then we can incrementally introduce business rules. These rules can range from alerts based on the data to propensity flags for marketing. Users cannot believe how quickly a unified view of the data can be presented and then enriched by the GenAI Logic rules engine.

Thomas Peters Founder

Imagery Business Systems, LLC

(Partner)

I can’t say enough about ApiLogicServer. I’ve been using ALS for a number of years now having successfully delivered several solutions that started as an ALS app. ALS provides us an advantage when not only starting new projects, but also when gathering requirements. Including ALS as a tool within the SDLC has been instrumental in several migration projects as well. This is our bread and butter, and we use ALS more than any other framework in our projects.

I am excited to see the evolution of ALS into GenAI Logic using AI as the nexus for new project implementations. Thank you Val, Tyler and Thomas for a promising and powerful solution. ALS's iterative capabilities are especially helpful; driving the requirements process live with business stake holders. Getting the requirements right is very important in todays competitive market by helping us keep the costs down and ensuring customers are delighted with the outcome.

César Quinteiro Rendo

CTO Intergal S.Coop. G.

(Partner)

*“E-Cometa is a platform designed for the front end, enabling you to generate and maintain your forms on the fly, as well as define and manage processes dynamically. For back-end operations, GenAI allows you to define databases using AI and seamlessly integrate them with ApiLogicServer (ALS). ALS then provides the capability to add simple rules, enabling the creation of complex systems that integrate with your data.

By combining both, you will get a very flexible and powerful solution that allows you to create any web and mobile app easily, making it simple to develop and maintain—even if you are not a technical expert.

We also want to thank ALS for making it possible to migrate from the obsolete Live API Creator (a back-end rules engine with RESTful services), ensuring we could continue innovating with a modern and reliable solution.”*

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GenAI-Logic: The MCP Server That Delivers AI’s Business Agility Promise

GenAI-Logic adds the missing half of GenAI — declarative business logic that makes AI systems governed, reliable, deployable, and real.

Powered by a unique spreadsheet-like Declarative Business Rules engine.

See the 8-minute creation demo →

The Problem: Procedural GenAI Fails

❌ Serious Bugs

❌ Unmaintainable Logic

❌ Risky re-generation

Logic Is Half the EffortNo Approach to Vibe or Low Code is CompleteWithout Logic Automation

The Solution: Declarative GenAI — Rules, Not Code

Only GenAI-Logic Closes the Gap, Replacing FrankenCode with Rules that are 40x More Concise

✅ AI, plus...

✅ LogicGen

✅ Declarative Business Rules Engine

Declarative GenAI Addresses Business Logic

Fully Delivers the Speed and Simplicity of AI

Governable: No FrankenCode, No Hallucinations

The Vision: Vibe the Whole Stack

"It should be as simple to build systems as it is to imagine them"

Business + IT Harmony

Custom UI Vibe

Business Logic Agent

Faster Than Low-Code, Without the Low-Code Lock-In

The Business Logic Appliance

Your backend becomes a Business Logic Appliance — ready to plug into your enterprise architecture.

MCP-ify Your Existing Database

Create a Governed MCP Backend in One Minute:

The Benefit: Up To 80% Less Effort, Time and Risk

GenAI + Business Logic Automation

Baseline Project Effort

AI Only

❌ But Fails on Logic

AI Plus GenAI-Logic Automation

Only GenAI-Logic Automates Backend LogicTo Fully Realize the Speed and Simplicity of GenAI

Explore Declarative GenAI

Declarative GenAI

Check out the Video - click here

Explore the Project in your Browser - click here

Run this yourself - click here

Partners

Fernando Vazquez Nuñez

CEO | Director General

(Strategic Partner)

Mark McLellan Director

(Partner)

Thomas Peters Founder

Imagery Business Systems, LLC

(Partner)

César Quinteiro Rendo

CTO Intergal S.Coop. G.

(Partner)

Logic Is Half the Effort

No Approach to Vibe or Low Code is Complete
Without Logic Automation

Only GenAI-Logic Automates Backend Logic
To Fully Realize the Speed and Simplicity of GenAI