Learn on the real business problem
Reporting provides the constraints, data and usefulness criteria. Each technical concept is applied to the work the leader needs to solve.
German industrial business / AI and leadership development
A business leader who builds and directs his own AI systems.
A leader at a German industrial group wanted to solve reporting and learn to build his own solutions. We worked on his real process: architecture, data, security, automation and evaluation. He now creates skills, directs agents and develops new projects.
Business collaboration · anonymised presentation
Supported development and validation · status documented as of October 2026
01 / The problem and its context
German industrial business
Reporting required consolidating information across companies, checking its provenance and detecting anomalies before delivering figures. The process owner wanted to understand and extend the system. We designed the programme so he could learn to build and make technical decisions about his own work.
Who did what
Ignacio led discovery, environment design, evaluation methods and technical guidance. The leader built and adapted the tools in his own repository, using his data and business criteria. Each session combined explanation, decisions and work on the actual system.
A view of what was built
The knowledge stays inside the business.
The documentation records an observable change: from getting started with the tool to creating procedures, directing reviewers and developing another project. The deliverables help retain that knowledge and use it in everyday work.
Process / Guide / Checks / Continuity
- 01
Internal knowledge
Process, criteria and sourcesThe system starts with how the business works.
- 02
Working architecture
Rules, skills, permissions and handoverKnowledge is stored and can be reviewed.
- 03
Evaluation capability
Agent audits and control testsThe owner decides what to accept and correct.
- 04
Building capability
Another project, built by himLearning applies beyond the first process.
Understand. Operate. Create. Direct.
The programme was designed to change what the owner can do with AI. Each step is practised on his own process.
- 01
Understand
- Map the process and its decisions
- Know which data the system uses
- 02
Operate
- Request, review and verify
- Resume work with context
- 03
Create
- Write his own skills
- Build automation and another project
- 04
Direct
- Assign reviews to multiple agents
- Challenge results and decide corrections
An owned foundation for continued development.
Knowledge, controls and tools have different roles. Separating them supports security review and system evolution.
- 01
Business knowledge
- Process, criteria and documentation in his repository
- Guides and lessons that can be updated
- 02
Security and control
- Permissions for reviewing sensitive actions
- Protected originals, tests and human validation
- 03
Tools and providers
- Transferable methods and architecture
- Adapt integrations and retest when switching
02 / Engineering decisions
Business knowledge becomes an internal capability
A real problem + an owner who learns by building
01Understand and protect
- Process and criteria
Sources, decisions and human validation
- Working foundation
Repository, permissions and data rules
02Build and test
- Skills and automation
Procedures built around his work
- Agents and controls
Independent reviews and adversarial tests
03Direct and extend
- Own judgement
Review, correct and decide what to automate
- Next project
Apply the learning to another need
↺ Tests improve the system; learning enables the next project.
System decisions and boundaries
The programme develops transferable architecture, methods and judgement. The working environment is Claude Code; switching providers requires adapting and testing integrations. Demonstrated learning does not mean final reporting acceptance.
Enable the owner to build
The client creates and executes in his repository. Ignacio guides methods, design and corrections, explaining decisions so the owner can repeat them.
Test before extending
Test data, instructions and controls. The owner retains decisions affecting figures and learns to review what agents propose.
Retain knowledge and judgement
Rules, guides and procedures support continuity and extension. The second project demonstrates application beyond the original process.
Operations, automation and controls
How it works and is maintained
Security that is also learned
The initial configuration restricts destructive actions and requests review for sensitive operations. Sessions teach the owner to read what the agent proposes, understand the permission and decide. Security needs technical mechanisms and the owner's judgement; a written rule alone is insufficient.
Test a control by trying to make it fail
Invalid inputs are paired with valid cases. The work exposed checks that accepted internally consistent figures without comparing them to sources. Learning this distinction changes how the owner evaluates the next automation.
Simplification is an architecture decision
Diagnosis identified instructions that turned recommendations into tasks and accumulated mechanisms. Causes were reviewed, session closure simplified and current rules separated from history. The owner learns to question agent proposals before adding complexity.
Transferable knowledge, specific tools
The client retains the process, decisions, guides and procedures. The programme teaches architecture, context, delegation and evaluation that apply with other tools. Platform-specific skills and integrations need adaptation when migrating.
03 / How it is evaluated
How it is evaluated
Process instructions and controls were reviewed, with findings and corrections addressed. Tests distinguish invalid cases that must stop from valid cases that must pass. Acceptance of figures remains with the owner. End-to-end reporting completion remains subject to validation.
What was built
Demonstrated internal capability: the owner creates skills, coordinates agents, runs audits, leaves processes running and has started a second project. He retains the repository, instructions, procedures and guides to maintain and extend what he built. The comprehensive review and final reporting acceptance remain pending.
Supported development and validation · status documented as of October 2026
What we can bring to your project