AgentShift Finance

Scenario 1: "Where will our Finance AI transformation plan run aground?"

Setup (2 min): Open at All Parent Geographies, Agent Impact layer. ~150 roles across 7 Finance L1 areas (P2P, C2C, R2R, Treasury, S2P, A2R, Tax). SIZE = workforce share in a standard Indian Finance GCC. COLOR = permission-adjusted impact: red = agent-core (AP, T&E, cash apps, pre-close), green = human-core (controllers, treasurers, tax leadership).

Anchor point (3 min): "Roughly 40% of the roles that score amber on capability reclassify downward once SOX 404, IFRS sign-off, and statutory controls have had their say. AP Processor stays red because 24+ vendors ship it. Controller stays green because the buck stops there."

Concentrate (3 min): Drill into Record to Report. Point to GL Review, Consolidation, and Controller — these are where the controls perimeter lives. Then drill into Source to Pay: AP, T&E, vendor helpdesk are pure agent-core, and the savings concentrate there.

Close (3 min): "This is the conversation that has to happen before we size an investment. Next step is a 4-week calibration where we overlay your actual close calendar, your audit findings, and your AP/AR volumes onto this map."

Scenario 2: "We close US parent books from our Indian GCC — show me what SOX changes"

Filter: Parent Geography → US. Then back to All. Watch the treemap recolour as the SOX 404 Material Weakness floor kicks in on the 30+ controls-critical roles.

Compare side-by-side (5 min): Open Pre-Close Reconciliations — the India-parent variant remains solidly Agent-Core, the US-parent variant gets a permission haircut under SOX. Same role, same Bengaluru desk, different controls perimeter.

Key point: "The role is in Bengaluru. The permission ceiling is in New York — or Frankfurt for EU CSRD, London for UK SMR, Mumbai for SEBI. A single capability score won't tell you where the SOX-attest auditor will sign."

Scenario 3: "Where is the vendor market actually delivering today?"

Setup (2 min): Hover the red tiles across Source to Pay and Contract to Cash. Read the Vendor Evidence line in the tooltip. AP automation has 24+ shipping vendors. Pre-close has 6+. Cash apps has 4+. T&E has 3+ (SAP Concur, Brex, Ramp).

Pattern (5 min): The Vendor Maturity Index (VMI) pulls the score upward where market evidence exists. Theoretical scoring underweights AP — the market has already proven it. Conversely, hedge accounting and treasury policy stay green — no production vendor has cracked judgement-heavy treasury work at scale.

Close (3 min): "The vendor count is your evidence base. Where the score lifts on VMI, you can shortlist a vendor next week. Where it doesn't, you're funding R&D — sequence accordingly."

Scenario 4: "Build the permission-adjusted Finance business case"

Full waterfall: Set GCC Size to your Finance headcount (typically 200–1,500 for a mid-large multinational). Switch to Capacity Released. The People Bridge and Economics Bridge populate the size-of-prize. Base CTC of $6,000/yr is the Indian GCC benchmark for analyst-grade Finance roles — overwrite as needed.

The Year-3 gap: Compare the baseline mode against the revised mode in three sample roles — AP Processor (stable, both models agree it's Agent-Core), GL Review (capability says Agent-Core, permission says Agent-Augmented under SOX), Treasury Policy Lead (capability says Augmented, permission keeps it Human-Core under board authority matrix).

Close: "This is a diagnostic. Next step is a 4-week calibration — we map your role inventory, your parent geography mix, and your audit posture onto this framework, then re-run the waterfall on your actual data."

What to avoid saying in these meetings

• Do not position this as a replacement for whatever capability score the client already uses. Position it as the permission + vendor-evidence layer that sits on top. Capability scores tell the client what AI can do; this tells them what their controllers will sign.

• Do not lead with SOX 404 unless the audience includes Controller, Audit, or Legal. For the CFO audience, lead with the AP / T&E / pre-close savings concentration — the most defensible, most vendor-validated insight in the room.

• Do not claim these specific role scores are the client's actual numbers. The library is a reference frame, calibrated from typical Indian Finance GCC structures and the v2 vendor scan. Client data always shifts the numbers — calibration is the next step.

Data Confidence (internal use)

• Source: first-party Finance Shared Services taxonomy v2 — 7 L1 areas, 68 L2 process pillars, 150 role library. Structurally close to APQC, KPMG GBS Advisory, and Deloitte/EY F&A operating-model conventions for Indian GCCs.

• T / D / RBR: rules-based from process archetype and jurisdiction. MEDIUM confidence. Calibrate against client's actual inventory before quoting externally.

• VMI: calibrated against 124 production vendor cases from the Finance market scan (Q2 2026). HIGH confidence on AP / pre-close / period-end reporting; MEDIUM on FP&A and treasury; LOW on judgement-heavy tax and treasury policy.

• Parent-geography multiplier: additive lift on RBR, largest for EU (CSRD + IFRS + GDPR) and US (SOX 404), smallest for India. Structural choice; adjustable.

• Material Weakness floor (SOX 404): applied as a hard floor (effective RBR ≥ 6.5) on the controls-critical roles in the library — AP processing, billing, close, consolidation, controller, treasury settlement. Re-validate per client audit findings.

• Workforce %: benchmarked from typical Indian Finance GCC structures at 200–1,500 HC. Directional only; plug in the client's actual headcount.