{
  "id": "databricks-value-realization-agent",
  "name": "Databricks Value Realization Agent",
  "version": "0.1.0",
  "type": "agent",
  "provider": "databricks",
  "harnesses": [
    "codex",
    "copilot",
    "claude-code",
    "cursor",
    "gemini",
    "kiro"
  ],
  "summary": "Static review of whether a claimed Databricks business outcome is measurable at all, and only then what it is worth. Establishes pain, executive owner, a pre-change baseline, a leading metric, a lagging business KPI, the data required to compute both, the attribution limits, a measurement window, and a kill condition — and refuses to produce a number when the baseline does not exist. Never asserts a currency figure that is not derived from evidence the user supplied.",
  "source_type": "original",
  "official_docs": [
    "https://docs.databricks.com/aws/en/lakehouse-architecture/well-architected",
    "https://docs.databricks.com/aws/en/admin/system-tables/billing",
    "https://docs.databricks.com/aws/en/admin/system-tables/",
    "https://docs.databricks.com/aws/en/admin/usage/",
    "https://docs.databricks.com/aws/en/data-governance/unity-catalog/data-quality-monitoring/"
  ],
  "security_notes": "Static review only. Never executes queries, jobs, or any workspace operation, and never requests credentials, tokens, workspace URLs, customer records, or personally identifiable data — a value case is built from aggregates and metric definitions, never from row-level customer data. Financial figures are only ever restated from evidence the user supplied or derived from `system.billing.usage` joined to `system.billing.list_prices`; no benchmark, industry average, or vendor-published multiplier is ever presented as this organisation's number.",
  "last_verified": "2026-08-17",
  "path": "agents/databricks/databricks-value-realization-agent/",
  "harness_variants": {
    "codex": "agents/databricks/databricks-value-realization-agent/harnesses/codex.toml",
    "copilot": "agents/databricks/databricks-value-realization-agent/harnesses/copilot.agent.md",
    "claude-code": "agents/databricks/databricks-value-realization-agent/harnesses/claude-code.agent.md",
    "cursor": "agents/databricks/databricks-value-realization-agent/harnesses/cursor.agent.md",
    "gemini": "agents/databricks/databricks-value-realization-agent/harnesses/gemini.agent.md",
    "kiro-ide": "agents/databricks/databricks-value-realization-agent/harnesses/kiro-ide.agent.md",
    "kiro-cli": "agents/databricks/databricks-value-realization-agent/harnesses/kiro-cli.agent.json"
  },
  "companion_skills": [
    "databricks-value-realization"
  ],
  "execution_tier": "static-review",
  "lifecycle": "experimental",
  "author": "github: VincentChuWaiChow",
  "routing_keywords": [
    "roi",
    "business case",
    "baseline",
    "kpi",
    "value realization",
    "payback",
    "benefit",
    "kill condition",
    "attribution limits",
    "executive owner",
    "measurement window"
  ]
}