Under development

Telemetry beyond LLM calls

Agent observability is often reduced to token and model latency while user, UI, API, database, connector and policy failures remain invisible.

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Why it matters

Operational reliability requires a complete transaction trace from login to logout and from user intent to evidence and outcome.

Architecture position

Measure user-perceived loading, rendering, APIs, backend work, database time, dependencies, policy decisions, retries, failures and recovery without collecting restricted content.

Evidence or hypothesis

Applied performance and operations architecture work.

Related publication

Future website-native publication

Related engineering exploration

CapAI Engineering Control Center

Next intended output

Define a lightweight cross-layer telemetry schema and release comparison model.

Research template

Evidence, limitations and next validation.

Hypothesis: Measure user-perceived loading, rendering, APIs, backend work, database time, dependencies, policy decisions, retries, failures and recovery without collecting restricted content.
Method: Public architecture synthesis from approved website evidence, implementation lessons and publication metadata; not a private-client data study.
Evidence: Applied performance and operations architecture work.
Result: Under development
Limitations: Preliminary research unless a page explicitly states otherwise; private SAP system evidence and client-specific outcomes are not published.
What it proves: Applied performance and operations architecture work.
What it does not prove: It does not prove universal effectiveness, SAP certification, live production performance or private landscape readiness.
Next validation: Define a lightweight cross-layer telemetry schema and release comparison model.