Case-study scenarios
Representative engineering engagements, designed around real constraints.
Twenty scenario-based case studies showing how Lavaflows would approach embedded validation, enterprise agents, and custom machine learning without inventing client results.
Featured · Jul 21, 2026
Source-Grounded Requirements Review Agent
A representative human-supervised agent that checks requirements for ambiguity, missing evidence, conflicts, and traceability without becoming the approver.
Jul 20, 2026
Enterprise Engineering Knowledge Assistant with RAG
A scenario-based assistant that answers from approved engineering knowledge, preserves source identity, respects permissions, and makes uncertainty visible.
Jul 19, 2026
Change-Impact Triage Across Tickets, Documents, and Code
A representative agentic workflow that assembles a traceable impact brief from connected engineering systems before a human decides the change path.
Jul 18, 2026
Human-Approved Document Processing Workflow
A scenario-based agentic pipeline for extracting, validating, routing, and drafting from business documents while reserving consequential actions for people.
Jul 17, 2026
Private On-Premises Technical Assistant
A representative private-deployment architecture for technical knowledge and bounded tool use inside enterprise infrastructure and access controls.
Jul 16, 2026
Agentic Incident Evidence-Pack Builder
A scenario-based workflow that correlates logs, traces, tickets, deployments, and operator notes into a source-linked incident brief for human responders.
Jul 10, 2026
Human-in-the-Loop Annotation and Model-Improvement Workflow
A scenario-based learning loop that routes informative examples to reviewers, versions labels and models, and proves improvements before release.