Dataset entry
From Support to Trusted Advisor: Introducing New Capabilities Without Noise
New SAP or adjacent capabilities fail not because they are bad, but because AMS introduces them like features — instead of decisions.
Attribution
Creator: Dzmitryi Kharlanau (SAP Lead).
Canonical: https://dkharlanau.github.io/datasets/ams/ams-044.json
JSON (copy / reuse)
{
"id": "ams-044",
"title": "From Support to Trusted Advisor: Introducing New Capabilities Without Noise",
"hook": "New SAP or adjacent capabilities fail not because they are bad, but because AMS introduces them like features — instead of decisions.",
"idea": "Modern AMS is a decision support system. New functions are communicated as options with impact, risk, and cost — so business can choose rationally, and trust grows.",
"core_principle": {
"statement": "AMS does not sell features. AMS frames decisions.",
"why_it_matters": "Reliability and trust come from clarity, not enthusiasm."
},
"new_capability_lifecycle": {
"discover": [
"SAP standard enhancement or note",
"New integration or automation possibility",
"External/open-stack capability",
"Recurring workaround that can be productized"
],
"qualify": [
"What problem does it actually solve?",
"Which flow improves (OTC/P2P/RTR/MDM)?",
"Is it optional or mandatory?",
"Is it reversible?"
],
"frame_decision": [
"Option A: Do nothing (baseline)",
"Option B: Minimal adoption",
"Option C: Full adoption",
"Option D: Alternative outside SAP"
],
"validate": [
"Pilot or limited scope",
"Clear success signals",
"Rollback or exit plan"
],
"communicate": [
"Short decision brief",
"Impact and risk explained in business terms",
"Explicit recommendation with caveats"
]
},
"decision_brief_template": {
"fields": [
"What changed / what is new",
"Why this exists (problem statement)",
"Who is impacted",
"Expected benefit (quantified if possible)",
"Operational impact on AMS",
"Risks and failure modes",
"Cost (one-off + run)",
"Alternatives (including doing nothing)",
"Recommendation + when not to do it"
],
"rule": "If it doesn’t fit on one page, it’s not ready."
},
"positioning_as_reliable_partner": {
"behaviors": [
"Say no early, with reasons",
"Explain trade-offs openly",
"Prefer boring, stable options when impact is unclear",
"Never hide operational cost"
],
"what_builds_trust": [
"Consistent framing across topics",
"No surprise costs or risks",
"Admitting uncertainty before rollout"
]
},
"estimation_for_decision_making": {
"estimate_types": [
{
"type": "Decision Estimate",
"purpose": "Support go/no-go decisions",
"focus": [
"impact",
"risk",
"operational cost",
"lock-in"
]
},
{
"type": "Delivery Estimate",
"purpose": "Plan execution",
"focus": [
"size",
"coordination",
"verification"
]
}
],
"rule": "Never confuse decision estimates with delivery estimates."
},
"decision_support_metrics": [
"Business flow impact (SLO delta)",
"Expected repeat reduction",
"Operational cost delta",
"Change risk class",
"Lock-in increase/decrease"
],
"coordination_with_multiple_stakeholders": {
"pattern": [
"One AMS voice, not multiple opinions",
"Same decision brief reused across business, IT, vendors",
"Explicit recording of chosen option and why others were rejected"
],
"conflict_prevention": [
"Options documented before emotions escalate",
"Risk acceptance signed consciously",
"No retroactive ‘you didn’t warn us’ situations"
]
},
"automation": {
"copilot_moves": [
"Draft decision briefs from signals and incident data.",
"Estimate impact and cost using historical AMS data.",
"Highlight similar past decisions and outcomes.",
"Track decisions vs actual outcomes over time."
],
"outputs": [
"Decision brief drafts",
"Option comparison tables",
"Post-decision outcome reports"
]
},
"why_this_makes_ams_trusted": [
"Business sees AMS as a thinking partner, not a ticket factory.",
"Decisions are repeatable and defensible.",
"Failures are learning events, not credibility killers."
],
"anti_patterns_to_kill": [
"Announcing features without context",
"Overpromising benefits",
"Hiding operational downsides",
"Letting vendors pitch directly without framing"
],
"metrics_that_show_trust": [
"Decisions made with AMS input (%)",
"Post-decision regret rate",
"Unplanned operational cost after adoption",
"Repeat requests caused by misunderstood features"
],
"design_question": [
"If this feature disappoints, can we show we framed the decision honestly?"
],
"meta": {
"schema": "dkharlanau.dataset.byte",
"schema_version": "1.1",
"dataset": "ams",
"source_project": "cv-ai",
"source_path": "ams/ams-044.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-044.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": "New SAP or adjacent capabilities fail not because they are bad, but because AMS introduces them like features — instead of decisions."
}
}