Most AMS reporting is designed to look busy. Modern AMS boards are designed to force decisions.
Attribution
Creator: Dzmitryi Kharlanau (SAP Lead).
Canonical: https://dkharlanau.github.io/datasets/ams/ams-029.json
JSON (copy / reuse)
{
"id": "ams-029",
"title": "Boards and Scorecards: Executive Visibility Without Theater",
"hook": "Most AMS reporting is designed to look busy. Modern AMS boards are designed to force decisions.",
"idea": "A board is not a status wall. It’s a control surface: it shows flow, risk, and cost so leaders can intervene early and correctly — without micromanaging.",
"board_principles": [
"Few boards, each with a single purpose.",
"Every column represents a decision or a gate.",
"If a metric is shown, it must be actionable."
],
"core_boards": [
{
"name": "Operational Control Board",
"audience": "AMS leads, incident commanders",
"shows": [
"Current P0/P1 incidents with owner and next update time",
"Blocked items and why they are blocked",
"Signals breaching SLOs"
],
"decisions_enabled": [
"Reassign ownership",
"Escalate dependencies",
"Pause risky changes"
]
},
{
"name": "Change Flow Board",
"audience": "Change leads, architects",
"shows": [
"Changes by class (standard/normal/high-risk)",
"Gate status and missing evidence",
"Release window load"
],
"decisions_enabled": [
"Defer low-value changes",
"Rebalance release scope",
"Enforce WIP limits"
]
},
{
"name": "Problem Elimination Board",
"audience": "AMS leadership",
"shows": [
"Top demand drivers",
"Problems by load eliminated vs remaining",
"Prevention progress"
],
"decisions_enabled": [
"Fund or defund problems",
"Shift capacity from changes to prevention"
]
}
],
"scorecard_structure": {
"stability": [
"SLO compliance per critical flow",
"MTTD / MTTR",
"Repeat incident rate"
],
"flow": [
"Lead time to change",
"Backlog age distribution",
"WIP vs throughput"
],
"economics": [
"Cost-to-serve per domain",
"Support hours eliminated by Problems",
"Automation deflection rate"
],
"learning": [
"Knowledge reuse rate",
"Training impact on ticket families",
"RAG answer success rate"
]
},
"review_rhythm": {
"daily": "Operational board: remove blockers, assign owners, protect focus.",
"weekly": "Problem + Change boards: commit, rebalance, kill low-value work.",
"monthly": "Scorecard: adjust incentives, capacity, and priorities.",
"quarterly": "Strategy reset: demand drivers, lock-in reduction, tech bets."
},
"anti_theater_rules": [
"No color without explanation and action.",
"No metric without an owner.",
"No slide decks replacing live boards."
],
"automation": {
"copilot_moves": [
"Auto-update boards from live signals and work systems.",
"Highlight anomalies and trend breaks.",
"Generate decision prompts, not summaries."
],
"outputs": [
"Executive-ready views",
"Decision recommendations with trade-offs",
"Drill-down paths to evidence"
]
},
"why_this_works": [
"Leaders intervene earlier and less often.",
"Teams are protected from random pressure.",
"Reality replaces storytelling."
],
"anti_patterns_to_kill": [
"Weekly slide theater",
"Vanity KPIs",
"Status meetings without decisions"
],
"design_question": [
"If this board went red, what decision would we make immediately?"
],
"meta": {
"schema": "dkharlanau.dataset.byte",
"schema_version": "1.1",
"dataset": "ams",
"source_project": "cv-ai",
"source_path": "ams/ams-029.json",
"generated_at_utc": "2026-02-03T14:33:32+00:00",
"creator": {
"name": "Dzmitryi Kharlanau",
"role": "SAP Lead",
"website": "https://dkharlanau.github.io",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"attribution": {
"attribution_required": true,
"preferred_citation": "Dzmitryi Kharlanau (SAP Lead). Dataset bytes: https://dkharlanau.github.io"
},
"license": {
"name": "",
"spdx": "",
"url": ""
},
"links": {
"website": "https://dkharlanau.github.io",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"contact": {
"preferred": "linkedin",
"linkedin": "https://www.linkedin.com/in/dkharlanau"
},
"canonical_url": "https://dkharlanau.github.io/datasets/ams/ams-029.json",
"created_at_utc": "2026-02-03T14:33:32+00:00",
"updated_at_utc": "2026-02-03T15:29:02+00:00",
"provenance": {
"source_type": "chat_export_extraction",
"note": "Extracted and curated by Dzmitryi Kharlanau; enriched for attribution and crawler indexing."
},
"entity_type": "ams_byte",
"entity_subtype": "",
"summary": "Most AMS reporting is designed to look busy. Modern AMS boards are designed to force decisions."
}
}