Process Portfolio Observability

Process — AI Portfolio Observability

Most enterprises run AI like a black box: they ship agents, they pay tokens, they cannot answer "what did this earn us net of oversight?" PwC's 2026 ROI guidance is explicit — gross productivity is not the number; net-of-oversight ROI is. The european fintech case shows the trap: 40% deflection headline, 22% CSAT drop, net value negative. This skill builds the instrumentation that exposes that math before the board does.

Anchor: PwC three-channel ROI (efficiency + growth + revenue) minus oversight cost; IMDA Dimension 4 structural controls; NIST RMF MANAGE function on continuous monitoring; 70/20/10 portfolio mix prior (70% core / 20% adjacent / 10% transformational). Distinct from BCG's effort-split and training-budget uses of the same digits elsewhere in this plugin — always read "70/20/10" here as portfolio mix.

Verdict vocabulary (stable output contract): Observable-and-governed / Partial-observability / Black-box.

Dimension 1: KPI Tree Construction

Every initiative gets three connected layers. If any layer is missing, the agent is unobservable by definition.

1. Input KPIs — what is consumed? (Usage volume, p50/p95 latency, tokens per call, token cost per call, infra spend, human-in-the-loop minutes per call.)
2. Output KPIs — what does the agent produce? (Task-completion rate, override/correction rate, hard-error rate, hallucination rate on golden set, CSAT or NPS delta, escalation rate to human.)
3. Outcome KPIs — what does the business get? (Hours saved per week, revenue lift, cycle-time drop, defect rate drop, headcount reallocated — tied to a P&L line.)

The tree must connect: input dollars → output behavior → outcome dollars. If "hours saved" cannot be traced to a specific output KPI driving it, the number is fiction. Consult pwc-20-item-checklist.md: items 11–16 cover the input/output/outcome wiring expected by audit.

Output: INPUTKPIS | OUTPUTKPIS | OUTCOMEKPIS | TREECONNECTIVITY | P&LLINEOWNER

Dimension 2: Oversight-Cost Subtraction

Gross ROI is marketing. Net-of-oversight ROI is the only honest number. PwC's 2026 framing breaks value into three channels — efficiency, growth, revenue — and demands explicit subtraction of:

1. Human review hours. (Every output a human checks before it ships costs the loaded hourly rate.)
2. Rework hours. (Override rate × time-to-correct × volume. A 15% override rate on 10k calls/week at 6 minutes each is 150 person-hours/week — one full FTE.)
3. Escalation hours. (Tier-2 specialist time triggered by agent confusion. Track minutes per escalation, not just count.)
4. Incident & remediation hours. (Post-mortem time when the agent ships something wrong — the european fintech CSAT-22% miss is the canonical case: 40% deflection looked like a win until churn signals surfaced three months later.)

Net ROI = (efficiency $ + growth $ + revenue $) − (review + rework + escalation + incident $). Consult pwc-roi-2026-governance.md: net-of-oversight is now the disclosure-grade number; gross is no longer defensible. Consult european-fintech-case.md: how a "winning" deployment posted negative net value once oversight cost was included.

Output: GROSSVALUE | OVERSIGHTCOST | REWORKCOST | ESCALATIONCOST | NETROI | DELTAVS_CLAIMED

Dimension 3: Dashboard Architecture

Three views, one source of truth. If your stack cannot produce all three, you have partial observability — treat it as Critical-Gap.

1. Per-agent view. (Live tile: usage, token spend run-rate, override rate, CSAT, latency, error rate. Token-cost guardrail per agent — hard cap with auto-throttle, not a slack alert. IMDA structural control: bounded tool access, bounded budget, kill-switch.)
2. Per-portfolio view. (All agents on one page, ranked by net ROI. 70/20/10 lens overlay — are core/adjacent/transformational bets in the right ratio? Red/amber/green on net-ROI threshold.)
3. Per-business-unit view. (Roll up by BU owner, accountable exec named on the tile. Cost charged back to the BU's P&L line — no ambiguity about who pays for tokens.)

Logging requirement (NIST RMF MANAGE): every prompt, every tool call, every output, every override — retained per data-retention policy, queryable for incident response. Consult nist-rmf-functions.md: MANAGE function specifies continuous monitoring and incident-response logging as non-optional. Consult imda-4-dimensions-agentic.md: Dimension 4 structural controls map directly to dashboard alert thresholds.

Alert thresholds (defaults — tune per agent):

• Token spend > 120% of weekly budget → throttle.
• Override rate > 20% week-over-week → freeze new deployment.
• CSAT delta SLO for 3 consecutive days → escalate.

Output: PERAGENTVIEW | PERPORTFOLIOVIEW | PERBUVIEW | LOGGINGDEPTH | ALERTTHRESHOLDS | KILL_SWITCH

Dimension 4: Review Cadence

Dashboards no one reads are theater. Cadence and accountability convert telemetry into decisions.

1. Weekly ops review (60 min). (Owner: agent product manager. Reviewed: per-agent KPIs, override rate spikes, token-budget burn, incident log. Trigger: any red threshold → throttle or rollback by Friday.)
2. Monthly portfolio review (90 min). (Owner: AI CoE lead + finance partner. Reviewed: net ROI by initiative, 70/20/10 mix drift, redeployment of capacity from sunset agents. Trigger: bottom-quartile agents enter "improve-or-sunset" 30-day clock.)
3. Quarterly board review (45 min). (Owner: CIO/CDAO + CFO. Reviewed: portfolio net ROI vs business case, regulatory exposure, MIT-CISR stage progression, capital reallocation. Trigger: portfolio-level net ROI miss > 25% → strategy reset.)
4. Sunset criteria — written, not negotiated in the room. (Net ROI negative for 2 consecutive months OR override rate > 30% sustained OR CSAT regression unrecovered after one fix cycle → archive. No agent gets sentimentality budget.)

Consult mit-cisr-4-stages.md: cadence intensity scales with stage — Stage 2 weekly, Stage 4 can move to bi-weekly ops. Consult 70-20-10-value-split.md: monthly review explicitly checks portfolio mix against the 70/20/10 prior, not just individual ROI.

Output: WEEKLYAGENDA | MONTHLYAGENDA | QUARTERLYAGENDA | OWNERS | ESCALATIONTRIGGERS | SUNSET_RULE

Synthesis

Produce the four artifacts. Assign one of three states:

• Observable-and-governed. All four dimensions in place, net-ROI tracked, sunset rule written, board sees the same numbers ops sees. Continue to scale.
• Partial-observability. KPI tree exists but oversight cost not subtracted, OR dashboard exists but cadence is ad-hoc, OR sunset rule is informal. 30-day remediation plan, named owner, no new agent launches until closed.
• Black-box. Two or more dimensions missing. Token spend is unbounded, ROI is gross-only, no portfolio view. Freeze new deployments. Stand up Dim 1 + Dim 3 within 60 days before resuming launches.

Output: KPITREE | DASHBOARDSPEC | REVIEWCADENCE | SUNSETCRITERIA | STATE: Observable-and-governed | Partial-observability | Black-box

References

All files below live in references/ at the plugin root (${CLAUDE_PLUGIN_ROOT}/references/ when installed as a plugin).

• pwc-roi-2026-governance.md — net-of-oversight ROI as the disclosure-grade number; gross ROI no longer defensible.
• pwc-20-item-checklist.md — 20-item governance audit; items 11–16 cover input/output/outcome KPI wiring.
• imda-4-dimensions-agentic.md — Dimension 4 structural controls (bounded tools, bounded budget, kill-switch) maps to dashboard guardrails.
• nist-rmf-functions.md — MANAGE function: continuous monitoring and incident logging are non-optional.
• european-fintech-case.md — 40% deflection / −22% CSAT case; gross win, net loss, three-month lag to detection.
• 70-20-10-value-split.md — portfolio mix prior used in the monthly review overlay.
• mit-cisr-4-stages.md — cadence intensity calibration by enterprise AI maturity stage.

Reference files are bundled with this skill — Claude resolves them by filename regardless of install layout (single-skill or plugin).

Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

• Author: geledek
• Source: geledek/enterprise-ai-transformation-skills
• License: MIT

Install and usage instructions live in the source repository linked above.