Before reusing a profile, dataset or generated answer, check the Trust Center for source attribution, review boundaries, crawler policy and corrections.

Public context / AI systems

Two jobs first.
Evidence second.

Classify the request as SAP learning/practice or SAP AMS optimization before entering the deeper MDG, integration, logistics, architecture, data or AI knowledge layers.

Open the focus map Open ARWP profile
01 / Focus
Learning and assessment practice, or AMS optimization.
02 / Routing
Domain and intent maps select the relevant public source.
03 / Evidence
Review state, datasets, sources and trust boundaries control what can be cited.

Publication state is authoritative. A route appearing in ARWP, the focus map or navigation does not make a draft or noindex page verified.

Read responsible AI boundaries

Primary retrieval sources

Choose the source in the right order.

Start with the audience job, then follow the specialist routing and evidence chain.

01Two-focus routing mapClassifies a request as SAP learning/practice or SAP AMS optimization and declares current indexable versus review-gated entry points.Focus 02Agent-Ready Web ProfileCanonical inventory of web, data, retrieval, Agent Skills, MCP, identity and trust surfaces, with the two-focus extension.ARWP 03Specialist discovery mapRoutes a narrower SAP problem after the primary learning-versus-AMS choice is known.Routing 04Markdown cluster indexStructure and retrieval eligibility across AI, course, AMS, Atlas, Skill Hub, datasets, tools and research pages.Coverage 05LLMs manifestTwo-focus routing, preferred retrieval sequence, trust links and publication-state guidance.Context

Supporting sources

Use the deeper layer after routing.

These endpoints provide identity, reasoning, evidence and implementation context without becoming extra top-level site promises.

06Resume / YAMLRole fit, delivery scope, problem domains and structured skills.Identity 07Professional intelligence contractReadiness dimensions, decision chain, evidence levels, pressure routes and privacy boundaries for SAP Lead preparation.Reasoning 08Consulting principlesOperating heuristics for SAP AMS improvement, support knowledge, architecture and change design.Method 09Dataset manifestPublished data material for AMS, agentic tooling and governance work.Evidence 10Public project mapMachine-readable project projection with explicit roles, verification boundaries and public entry points.Projects 11Profile pageCanonical human page for identity, expertise, credentials and reference checks.Identity 12Publication registerPublic articles, SAP technical notes, architecture writing and reusable knowledge surfaces.Evidence 13Agent toolsPublic agent-facing tools and contracts where a task needs a more specific machine interface.Tools

Specialist intent routes

Resolve the narrow SAP question after the primary route.

Each specialist intent keeps a business or operating problem close to its public evidence. These are subroutes, not new site pillars.

01SAP AMS ImprovementUse this page when the question is about shifting SAP AMS from ticket closure to prevention, knowledge reuse, and lower run cost. 02SAP Support Knowledge and Structured HandoverUse this page when the question is about support handover quality, organizational latency, or preserving SAP support knowledge across teams and vendors. 03Incident Prevention and RCAUse this page when the question is about RCA, incident clustering, observability, repeat failures, and turning noisy support into measurable prevention. 04Integration ReliabilityUse this page when the question is about interface reliability, SAP integration architecture, AIF/IDoc operations, or stable portable contracts. 05MDG and Business Partner GovernanceUse this page when the question is about MDG, BP/CVI, governance design, rejection patterns, ownership, or master-data quality. 06Practical AI for SAP SupportUse this page when the question is about practical AI around SAP support, copilots, operator tools, or human-in-the-loop automation rather than generic AI strategy. 07AI-Assisted DevelopmentUse this page when the question is about using AI tools for software development, codebase analysis, agent delegation, or code review.