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SAP CONSULTING & AI LAB

Business.Reimagined.

We combine SAP expertise with AI.
So your business performs today.
And unlocks more tomorrow.

Discover ironclad-ai
MJW CONSULTINGSAP. PROCESSES. INTELLIGENCE.Keep exploring

SAP × AI / BETTER TOGETHER

The best of
both worlds.

THE CONNECTION MAKES THE DIFFERENCE.01 / FOUNDATION
Strategy/Integration/EvolutionArchitecture concept

01 / THE FOUNDATION

Everything starts with your business.

We understand your operations and SAP landscape. That becomes the foundation for every next step.

Continue to our expertise

01 / OUR EXPERTISE

Think bigger.
Deliver with clarity.

Technology creates value when it fits the business. That is where we begin.

01

SAP CONSULTING

Understand complexity.
Create clarity.

We connect business processes and SAP to turn individual requirements into a clear direction.

Explore consulting
We start with your operations: structuring requirements, clarifying priorities and building a viable roadmap for your SAP landscape.
02

PROCESSES & INTEGRATION

Fewer boundaries.
Better connections.

Bringing systems, data and people together across the complete process.

Explore connections
We examine handovers and interfaces across your value chain to reveal friction and identify where integration creates value.
03

AI SYSTEMS & SAP MCP

Turn intelligence
into execution.

Combine controlled agent loops with the business and process context required for effective work inside SAP.

Explore the systems
ironclad-ai governs the execution cycle. Our SAP MCP adds a toolbox, semantic layer and knowledge base that help AI understand how SAP data flows, processes and business context relate.

02 / FROM USE CASE TO SOLUTION

Build faster.
Deploy with confidence.

We turn a concrete business challenge into a robust solution — accelerated by cloud coding agents, validated through our methodology and designed for real operations.

01 / UNDERSTAND

The use case sets the direction.

We define the process, target state, data, system boundaries and success criteria. This turns an idea into an actionable brief with measurable value.

Outcome & scope
02 / BUILD

Cloud coding agents accelerate delivery.

We orchestrate specialised coding agents across prototyping, integration and testing. Defined internal roles maintain speed, quality and a consistent delivery state.

Build & quality
03 / DEPLOY

The solution fits your operations.

We connect the use case with your SAP and system landscape, define data access and approvals, and prepare it for controlled operation.

Integration & operations
Use CasePrototypeIntegrationOperations

Our methodology works behind the scenes. You receive a traceably developed and validated solution, not our internal ticket workflow. We select models and tools based on the task, protection requirements and target environment.

Technical guide on GitHub

What this can become.

Three potential use cases for local models.

Enterprise knowledge.
Ready to use.

An assistant makes approved manuals, process descriptions and internal documentation accessible. Answers reference their underlying sources.

In the process
Ask → find sources → verify answer
In local operations
Document retrieval and model responses run on your infrastructure.

Turn documents into
next steps.

Structure information from documents and forms, flag missing data and prepare results for expert review.

In the process
Capture document → validate data → approve result
In local operations
Document processing with a model validated for the task.

SAP context.
Practical support.

Summarise transactions, prepare follow-up questions and recommend next steps. Connections respect existing permissions; changes require defined approvals.

In the process
Read context → prepare recommendation → expert decision
In local operations
Local model processing with controlled access to SAP interfaces.

Cloud coding agents support development and validation. In production, suitable local models can perform business tasks. Model selection, hardware, data access and integrations depend on the use case.

03 / MJWC AI LAB

Models can do a lot.
Orchestration
makes the difference.

In our own AI Lab, we develop agent-loop systems and specialised methods for demanding delivery work. We work with frontier models and align the full cycle around quality and clear outcomes.

Calibrate. Combine. Deliver.

Our work goes beyond managing individual agents. We develop calibration methods that match different models to the task and each phase of the delivery cycle.

01 Develop agent loops

Connect planning, execution and validation in traceable workflows. Feedback informs the next delivery step.

02 Calibrate models

Align tasks, context and evaluation to identify the right model for each step and where recalibration is needed.

03 Combine strengths

Combine different models deliberately within one delivery cycle. What matters is their contribution to the complete outcome, from concept and build to quality validation.

Define outcomeCalibrateBuild & validateRefine

From the lab to the use case. We connect method development with practical applications. Frontier and local models take on the tasks they are best suited for within each workflow.

Explore use cases

OUR AI DELIVERY STACK

From intelligent agent loops
to SAP-native execution.

We combine governed orchestration with deep SAP context. ironclad-ai coordinates the work; our SAP MCP provides the tools, semantics and knowledge agents need to act with purpose inside SAP.

01 / AGENT ORCHESTRATION

Closed-loop intelligence.

ironclad-ai is our intelligent closed-loop agent framework. It connects planning, execution, evaluation and refinement in one governed cycle, with traceable state and human approval where required.

Framework
Full orchestration for controlled, multi-step agent workflows.
Cursor Plugin
A lightweight option embedded directly in the developer workflow.
02 / SAP CONTEXT LAYER

SAP knowledge, made actionable.

Many SAP MCPs expose individual tools. Ours combines a dedicated toolbox with a semantic layer and curated knowledge base, enabling AI to understand the relationships between data flows, process steps and business context—and work inside SAP with greater speed and precision.

ToolboxSemantic layerKnowledge baseSAP execution

FROM OUR LAB / IRONCLAD-AI

ironclad-ai

Autonomous.
Controlled.
ironclad.

ironclad-ai is an intelligent closed-loop agent framework for controlled delivery on your own infrastructure. It keeps planning, execution, evaluation and refinement connected, with traceable state and human approval at critical points.

Explore the workflow
Full framework · Cursor plugin · Self-hosted
Workflow explorer

A requirement becomes an aligned plan.

01 / PLAN

Clarity first. Delivery second.

Scope and design are reviewed. At defined approval gates, the process waits for your decision in Ink.

ScopeDesignApproval

You decide when delivery begins.

Explore a representative delivery workflow.
This interactive overview illustrates defined control points. Production approvals are recorded in the configured approval environment. Documentation on GitHub ↗
Developed by MJWC AI LAB · Dubai, UAEExplore the architecture ↗

04 / OUR APPROACH

Progress needs
a clear direction.

We start with your business.
Then build forward from there.

01

Understand.

Ask the right questions. Examine processes, challenges and goals together.

02

Connect.

Connect business requirements with the capabilities of SAP and AI.

03

Advance.

Create a clear direction, prioritise next steps and make opportunities tangible.

05 / CONTACT

What should we
solve next?

Tell us briefly about your SAP, AI or integration initiative. We will get back to you personally.

info@mjwconsulting.ae
MJW Consulting FZCODubai, United Arab Emirates

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MJW CONSULTING / SAP × AI

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