GenAI-Logic:
The Backend Engine for
Enterprise Vibe Automation

Natural-language system creation with deterministic, governed business logic —

the missing half of GenAI that turns prototypes into real, deployable systems.

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 system-creation demo →

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

• 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.

No scaffolding. No boilerplate. No mock data.

$A MCI-ify

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

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

• MCP-discoverable endpoint

• Deterministic rules engine

• 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 →

Declarative GenAI

How GenAI-Logic creates your system from natural language.

NL → DSL → governed executable logic.

GenAI-Logic transforms natural language into enterprise-grade systems.

Natural language describes what must be true — not how to compute it.

GenAI-Logic captures that intent, generates deterministic rules (DL) and probabilistic handlers (PL), and executes them with a governed rules engine.

Declarative logic removes procedural glue-code, reduces complexity, and avoids the “Franken-responses” that hide logic across controller code.

$C Dcl GenAI

Declarative Business Logic

Why Declarative Logic Matters

Business logic is half the effort in real systems — and the part where AI tools and hand-written code both struggle the most.

Declarative logic replaces procedural glue-code with governed rules:

Quality: automatic reuse, elimination of duplicated logic, deterministic

Maintenance: automatic ordering means you never dig through old code to find the “right” insertion point — insert the rule where it logically fits

Governance: readable, auditable, centrally enforced

Correctness: deterministic constraint checks and multi-table updates

Explainability: every rule is executed, logged, and traceable

GenAI-Logic supports two complementary kinds of logic:

Deterministic Logic (DL): sums, formulas, constraints, multi-table propagation, events
Probabilistic Logic (PL): structured LLM calls for intelligent choices (e.g., supplier selection)

AI expresses intent.
Deterministic rules ensure correctness.
Together, they deliver governed enterprise logic — something AI codegen alone cannot guarantee.

$E Dcl Bus Logic

Declarative logic without procedural chaos. See how it works →

Declarative Security: Authentication + RBAC

GenAI-Logic includes built-in declarative security:

• Authentication — login via database, Keycloak, or your identity provider
• Role-Based Authorization (RBAC) — declare who can read, write, or update each table or field
• Governed Enforcement — the rules engine guarantees security is applied consistently across API, Admin UI, and integrations
• Explainable — security decisions appear in the logic trace
• Standard DevOps — security works unchanged in containers, Azure, and your existing infrastructure

Declarative security means you define policy, not plumbing — the engine handles enforcement automatically and consistently.

$E Security

Declarative Role-Based Access Control

Automatic App

Why start from scratch?

GenAI-Logic gives you three ways to build your UI — all powered by the same governed backend:

1. Automatic Admin App
A fully working multi-page admin UI is generated instantly — ideal for prototyping and back-office data maintenance.

2. Your Favorite Vibe Tools
Use any Vibe-driven UI builder (Retool-like, FlutterFlow-like, internal tools, etc.) directly against the API.
Your logic is cleanly partitioned out.

3. Copilot Vibe Extensions
Use our pre-trained Copilot kits to generate maps, cards, charts, and trees from natural language — all wired to your API automatically.

$D Auto App

Click through the slides to see maps, cards, charts, and trees →

Standard IDE, Language, Deployment

GenAI-Logic runs in your standard Python project, inside your IDE — nothing proprietary.

You get full use of the debugger, including the logic debugger that shows every rule firing, every derivation, and every constraint check. This makes logic execution completely transparent and explainable.

GenAI-Logic also generates a Behave BDD test suite from your logic — producing readable, business-level tests that validate rules, detect regressions, and ensure confidence during iteration.

Everything deploys with standard DevOps: containers, Azure scripts, and your existing tooling.

$E Dcl Bus Logic

Declarative logic without procedural chaos. See how it works →

For Business Users — Real Prototypes, Real Logic

WebGenie lets business users express requirements in natural language and see working prototypes instantly — using real data and governed business logic, not wireframes.

This removes the friction of traditional low-code tools:

• Business users explore real behavior, not static mockups
• Logic and data shape the prototype automatically — no scaffolding or rewiring
• Every prototype is backed by a full project developers can download, extend, and deploy
• Eliminates the “prototype vs reality” gap that drives rework, churn, and frustration

WebGenie + GenAI-Logic gives business users clarity and developers standards — a shared system model grounded in deterministic logic and executable APIs.

$G WebG

Create a running app from your Browser. Collaborate. Iterate 15 minutes, before lunch.

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 Backend Engine for Enterprise Vibe Automation

Natural-language system creation with deterministic, governed business logic —

the missing half of GenAI that turns prototypes into real, deployable systems.

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

See the 8-minute system-creation demo →

MCP-ify Your Existing Database

The Business Logic Appliance

Declarative GenAI

Declarative Business Logic

Why Declarative Logic Matters

Declarative Security: Authentication + RBAC

Automatic App

Standard IDE, Language, Deployment

For Business Users — Real Prototypes, Real Logic

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)

GenAI-Logic:
The Backend Engine for
Enterprise Vibe Automation