| title | References Index |
|---|---|
| last-synced | 2026-06-07 |
21 curated extracts from flagship enterprise AI research, 2024–2026. Each file is sized for skill consumption (200–500 words). The wiki at 02_References/enterprise-ai/ is the source of truth; these files are snapshots.
Skills reference files by name only — no relative paths. Example pointer in a SKILL.md:
For the NANDA Scope × Execution Grid, consult
95-5-genai-divide.mdin thereferences/folder.
| File | Contents | Primary for skill | Also consulted by |
|---|---|---|---|
70-20-10-value-split.md |
BCG 70/20/10 People/Process/Tech value split | — | people-literacy-curriculum, people-readiness-conversation, people-tool-selection, process-portfolio-observability |
95-5-genai-divide.md |
MIT NANDA 95% zero P&L + Scope × Execution Grid | process-pilot-design | general-idea-diagnostic, general-peer-cases, tech-buy-vs-build |
nanda-tech-buy-vs-build.md |
2:1 buy advantage; orchestration-as-moat | tech-buy-vs-build | general-peer-cases, tech-stack-diagnostic |
pwc-roi-2026-governance.md |
1.7× RAI advantage; 1.6× vs. 2.6× productivity gap | — | general-maturity-assessment, general-roi-gate, process-portfolio-observability, tech-agent-guardrail |
pwc-20-item-checklist.md |
PwC 10 Do's + 10 Don'ts (full checklist) | general-roi-gate | process-portfolio-observability, process-productionization, tech-data-deployment |
andrew-ng-three-moats.md |
Three AI moat types (portfolio/industry/virtuous cycle) | — | general-idea-diagnostic, general-use-case-discovery, tech-buy-vs-build |
wef-strategic-positions.md |
WEF/BCG positional choice; strategic dilution risk | — | — (not currently cited by any skill) |
pwc-six-step-roadmap.md |
PwC six-step AI ROI pathway | — | — (not currently cited by any skill) |
stanford-51-deployments.md |
51 deployments; invisible costs (77%); workflow-redesign-first | — | general-idea-diagnostic, general-peer-cases, general-roi-gate, general-use-case-discovery, people-frontline-engagement, people-tool-selection, process-pilot-design, process-productionization |
bcg-manager-modeling.md |
88/25 manager role-modeling gap | — | people-frontline-engagement, people-literacy-curriculum, people-readiness-conversation, people-tool-selection |
deloitte-cheerleader-to-champion.md |
CEO champion vs. cheerleader; HR's 5 jobs; 74/21 governance gap | — | general-maturity-assessment, people-frontline-engagement, people-literacy-curriculum, people-readiness-conversation |
mckinsey-3x-senior-ownership.md |
3× CEO ownership differential; AI high-performer archetype | — | people-readiness-conversation |
mckinsey-3-objective-mix.md |
Efficiency / Growth / Innovation objective mix; 80% efficiency-only | — | general-idea-diagnostic, general-maturity-assessment, general-peer-cases, general-roi-gate, general-use-case-discovery, people-readiness-conversation |
imda-4-dimensions-agentic.md |
IMDA four dimensions of agentic AI governance | tech-agent-guardrail | people-frontline-engagement, people-literacy-curriculum, process-portfolio-observability, process-productionization, tech-data-deployment |
eu-ai-act-essentials.md |
Art. 4 literacy obligation; risk tiers; deployer obligations | — | people-literacy-curriculum, people-readiness-conversation, people-tool-selection, tech-agent-guardrail, tech-data-deployment |
nist-rmf-functions.md |
NIST AI RMF: GOVERN / MAP / MEASURE / MANAGE | — | people-literacy-curriculum, process-portfolio-observability, process-productionization, tech-agent-guardrail, tech-data-deployment, tech-stack-diagnostic |
accenture-maturity-archetypes.md |
Accenture AI Achievers/Innovators/Builders/Experimenters | general-maturity-assessment | people-readiness-conversation |
mit-cisr-4-stages.md |
MIT CISR four maturity stages; Stage 3 inflection; DBS/Ping An examples | general-maturity-assessment | general-peer-cases, process-portfolio-observability, process-productionization, tech-stack-diagnostic |
european-fintech-case.md |
Anonymized fintech case; measurement-gap failure | — | general-idea-diagnostic, general-peer-cases, general-roi-gate, process-pilot-design, process-portfolio-observability, process-productionization |
ai-stack-layers.md |
Six-layer stack diagnostic framework | tech-stack-diagnostic | tech-buy-vs-build, tech-data-deployment |
pilot-discipline-ng.md |
Cross-source pilot discipline: 90-day cap, pre-deployment metrics | process-pilot-design | general-use-case-discovery, process-productionization |
| File | Contents |
|---|---|
accenture-redeployment-roi.md |
Three-channel ROI (revenue uplift / labor savings / avoidance); 2/3–1/3 split; AI core case |
bcg-future-built.md |
BCG Future-Built archetype; multi-dimensional investment finding |
mckinsey-workflow-redesign.md |
3× workflow redesign; AI-bolted-onto-legacy-workflow failure mode |
hiten-skill-library.md |
Hiten Shah: skill library as first AI strategy — the punchline reference |
isg-data-foundation.md |
ISG + Stanford: data as binding constraint; data readiness checklist |
- Create a new
.mdfile in this folder following the frontmatter format above - Add a row to this index
- Point to it by filename in any SKILL.md that needs it
All files reflect research published 2022–2026. last-synced frontmatter marks the snapshot date. The wiki at 02_References/enterprise-ai/ is the authoritative source.