teradata. The Three Questions
teradata.·A point of view on enterprise AI
Board briefer · 3-minute read · Print-ready

Three questions. One architecture.

Every enterprise AI programme meets the same three questions — asked by different people, in different months, about the same estate. They arrive separately. They cannot be answered separately.

Audience · Board · CIO · CDO · CFO · CISO Format · One page · forwardable
AMBITION ADDS PARTIES PROGRESS NEEDS A PRICE CHEAP CAN CONCENTRATE ONE DATA ESTATE where all three meet DIRECTION the board asks CONTROL the regulator asks VALUE the CFO asks
Three questions · every pair connected · one estate underneath
Q1 · Directionthe board, after the third pilot
Is this actually getting anywhere?

Every AI journey climbs the same six levels — and hits the same wall, where the pilot must become an enterprise agent. Grounding is the layer nobody costed for.

The story The Ascent → 5-min read · EN + DE
Q2 · Controlthe regulator, the DPO, the general counsel
Who can switch it off?

Behind every AI capability stand parties you never chose, under jurisdictions you may not be under. Securing what you hold does nothing about what holds it.

The story The Kill Switch → 5-min read · EN + DE
Q3 · Valuethe CFO, holding an itemised invoice
What does a unit of it cost?

AI consumption climbs an exponential nobody chose, and its value arrives later than its cost. The margin of one finished unit decides the runway — and no invoice line carries it.

The story The Cost of More → 5-min read · EN + DE
Why they cannot be answered separately three collisions · one map
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Every step toward autonomy delegates more to parties you never chose. Ambition scales dependency faster than capability.

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Each step changes the shape of the bill before it changes the size. Without a unit cost, progress and spend look identical.

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The cheapest path concentrates dependency; the resilient path has a price. The trade is only decidable on one map.

The three questions meet in the data estate. That is where Teradata has always worked.

For decades Teradata has run the governed data estates of the world's most regulated enterprises — where these questions are asked with a regulator in the room. The Teradata Autonomous Knowledge Platform answers all three by construction:

Governed by design Policy, lineage and audit embedded on every access — including agents. The switches have names, and you hold them.
An envelope you choose Your region in the cloud, on-premise and air-gap capable, or hybrid — the same platform in every envelope.
One denominator Cost per unit of finished work, computed from your figures — models swappable, versions pinned. Each question has a diagnostic that can return good news.
The Three Questions — an introduction to the three conversations every enterprise AI programme meets. © 2026 Teradata. All rights reserved. Structural framing, matter-of-fact tone; no political actors named. All product names and trademarks are the property of their respective owners.
teradata.
A Teradata point of view