20+ team members across 5 tracks; information scattered across email, chats, and people's heads

Ingests email and chat, transcribes meetings, generates minutes and action items, full-history search

Project questions answered in minutes, not days of digging

Legacy ABAP with no documentation, manual regression testing, false-positive BPCA alerts

Code explanation, change verification, test generation, defect analysis, SAP access via MCP

Less manual testing; code knowledge becomes institutional, not personal

ERP and web-system regression runs manually; tests are brittle and developer-dependent

Code-free model-based scenario design, auto-generated self-healing tests, scheduled execution

Regression in hours; test cases readable by business analysts

BFTs written by different analysts; quality varies; defects surface late in development

Validation against criteria: completeness, unambiguity, testability, consistency; issue highlighting

Clean requirements enter development; fewer rework cycles

Between a question and the number sits a multi-day queue for the analytics team

Plan-vs-actual calculations, root-cause variance analysis, threshold-based alerting

Decisions made on data the same day the question is asked

Dozens of proposals in varying formats compiled into a comparison table manually

Line-item extraction, unified nomenclature mapping, requirement compliance checking

Side-by-side comparison in hours; deviations referenced to document clauses