Dataset entry
AMS as a Product: Roadmap, Value Promises, and ‘Stop Doing’ Lists
If SAP AMS is treated as a service desk, it stays expensive forever. If it’s treated as a product, it becomes predictable, improvable, and cheaper over time.
Attribution
Creator: Dzmitryi Kharlanau (SAP Lead).
Canonical: https://dkharlanau.github.io/datasets/ams/ams-034.json
JSON (copy / reuse)
{
"id": "ams-034",
"title": "AMS as a Product: Roadmap, Value Promises, and ‘Stop Doing’ Lists",
"hook": "If SAP AMS is treated as a service desk, it stays expensive forever. If it’s treated as a product, it becomes predictable, improvable, and cheaper over time.",
"idea": "A modern AMS roadmap is not a list of tickets. It’s a product plan: reliability targets, elimination of demand drivers, automation expansion, and deliberate deprecation of low-value work.",
"product_definition": {
"product": "Reliable SAP business operations + controlled change delivery + continuous cost reduction",
"customers": [
"Business process owners",
"Key users and super users",
"Internal IT and security",
"Vendors and integration partners"
],
"value_promises": [
"Critical flows stay stable (SLOs)",
"Changes are safe and predictable",
"Recurring pain is eliminated, not normalized",
"Cost-to-serve trends down"
]
},
"roadmap_streams": {
"reliability_stream": [
"SLO catalog per flow",
"Observability and runbook coverage",
"Error budget policy and freeze rules"
],
"prevention_stream": [
"Top demand driver elimination plan",
"RCA quality uplift",
"Master data and integration stabilization"
],
"automation_stream": [
"Standard change catalog expansion",
"Self-service and templates",
"Agentic triage and diagnosis support"
],
"architecture_stream": [
"Move volatile logic off-core",
"Strengthen interface contracts",
"Reduce Z-code blast radius and ownership gaps"
]
},
"prioritization_rules": [
"If it protects a critical flow, it outranks convenience work.",
"If it reduces repeats, it outranks new features with unclear ROI.",
"If it increases lock-in or blast radius, it needs stronger justification.",
"If we can’t verify success, it’s not a roadmap item."
],
"deprecation_and_stop_doing": {
"why_it_matters": "Cost reduction requires removing commitments, not just adding improvements.",
"stop_doing_candidates": [
"Manual repetitive role changes without standardization",
"One-off custom reports with no reuse",
"Cosmetic changes during stability risk windows",
"Unsupported side-channel requests outside intake templates",
"Fixes that repeatedly regress without addressing root cause"
],
"deprecation_protocol": [
"Declare what stops and why",
"Offer replacement (self-service, KB, edge solution)",
"Set a cutoff date",
"Monitor backlash and real impact"
]
},
"governance": {
"monthly_product_review": [
"SLO compliance and stability trends",
"Top 10 demand drivers movement",
"Automation ROI realized",
"Roadmap trade-offs and ‘stop doing’ decisions"
],
"quarterly_reset": [
"Rebuild roadmap from demand + business priorities",
"Retire stale commitments",
"Rebalance Run/Change/Improve/Reserve"
]
},
"automation": {
"copilot_moves": [
"Generate roadmap candidates from demand driver and cost-to-serve data.",
"Suggest ‘stop doing’ items based on low ROI and high coordination cost.",
"Track roadmap value realized vs promised."
],
"outputs": [
"Roadmap options with trade-offs",
"Deprecation candidate list",
"Value realization report"
]
},
"why_this_is_modern": [
"AMS becomes intentional instead of reactive.",
"Improvement is continuous and measurable.",
"Dependence on individuals and SAP-only mechanisms decreases."
],
"anti_patterns_to_kill": [
"Roadmap = random backlog",
"Always saying yes",
"Never deprecating anything"
],
"metrics_that_prove_product_maturity": [
"Cost-to-serve trend down",
"Repeat incidents trend down",
"Percent of work on top demand drivers",
"Delivery predictability (commit vs deliver)",
"Automation coverage growth"
],
"design_question": [
"What are we willing to stop doing to make SAP operations cheaper and calmer?"
],
"meta": {
"schema": "dkharlanau.dataset.byte",
"schema_version": "1.1",
"dataset": "ams",
"source_project": "cv-ai",
"source_path": "ams/ams-034.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-034.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": "If SAP AMS is treated as a service desk, it stays expensive forever. If it’s treated as a product, it becomes predictable, improvable, and cheaper over time."
}
}