POC uplift is not the same as production ROIC.

Every enterprise AI stack sits on top of six cost axes you did not design and cannot fully attribute. Each is spend someone else is metering for you — every month, on an invoice you cannot fully audit.

Audience · CFO · VP Infra · FinOps · Head of Data Platform Read · 3 min Every ROI number · Nucleus-sourced

The one-sentence version

The measurement saved nothing. Not one cent. Seeing a cost does not shrink it — what it bought was the end of guessing. And the margin is more than yield.

— The teachable moment from The Cost of More parable

Monthly invoice · six cost axes · one denominator

Your enterprise AI is spending unattributed across six cost axes.

Six real dependencies. In the past 24 months, every one produced a public FinOps postmortem.

Unattributed spend

per unit

Version driftModel version changes · quietly

Chief AI Officer effort

Contention & retriesWorkloads fighting for capacity

SRE ×0.80

Idle capacityReserved capacity you don't use

FinOps · Head of Data Platform ×0.10

MovementData leaving your platform to be processed

Head of Data Platform ×0.50

Re-tokenization & syncVector store <→> source of truth

CDO · Head of AI Platform ×0.60

InferencePer-call inference charges

CFO · VP Infrastructure ×1.00

◤ Five axes priced, one is effort 6 axes · 1 denominator Attribute them → act ▸

Approved proof points — every number sourcedanalyst-grounded

427%

ROI — marginal-cost basis

NUCLEUS

14%

Year-3 cost reduction

NUCLEUS

$0.0009

Cost/query vs $0.0686 SF

TERADATA

62×

Query volume vs Snowflake

TERADATA

Compounding beats point-in-time

Every axis you can attribute is one you can act on, every month, for the life of the workload. The model computes that delta from your own volume and growth — it is not a figure we supply.

— Point-in-time — Compounding

The Teradata answer1 platform · 6 axes

The Teradata Autonomous Knowledge Platform answers every axis under one denominator — with unit-based pricing you can defend to your board.

A1 BYO-LLM · unit-based pricing

A2 Enterprise Vector Store · one governed copy

A3 In-Database processing · no egress

A4 Active + Elastic Compute · scale to zero

A5 Intelligent Workload Mgmt · isolation

A6 ModelOps in Teradata Database · pinned versions

Every answer above acts through one of four moves on a unit of work — re-time (when it runs) · re-place (where) · re-choose (what) · re-use (whether it runs at all).

Two hours. One written ROI baseline. No further commitment.

The AI ROI Baseline Workshop: 30-min baseline capture · 60-min mapping of your six cost axes across your top-3 workloads · 30-min compounding scenario. Bring CFO or VP Infra + FinOps + one architect.

Open The Cost of More parable why-the-cost-of-more.html