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DATAVEXA

DATAVEXA / FRAMEWORK 01

Clarity.

One trusted view of the numbers that run your business. Metric definitions aligned, governance installed, ownership named — in 2–4 weeks.

DURATION — 2–4 WEEKSTYPICAL ENTRY SCORE — 34/100 METRIC TRUSTFIXED SCOPE · NO RETAINER

YOU NEED CLARITY IF

01

Two dashboards give two answers to the same question.

02

Leadership meetings start with debating the numbers, not deciding on them.

03

Nobody can say who owns “net revenue” — the metric, not the money.

04

An AI initiative stalled because nobody trusted the training data.

THE FOUR-WEEK PLAN

Fixed scope. Named owners. A trusted number by week four.

WEEK 01

Map the conflict

Diagnostic with leadership. Every conflicting metric definition surfaced, scored, and ranked by decision impact.

WEEK 02

Define & assign

One definition per metric, one named owner per definition. The KPI dictionary takes shape with the people who'll defend it.

WEEK 03

Install governance

Change workflow, approval lineage, and a source-of-truth model wired into your existing stack — not a new tool to buy.

WEEK 04

Publish & adopt

The trusted view goes live to leadership. Adoption is tracked from day one — trust you can measure, not assume.

WHAT'S INCLUDED

Everything you need — nothing you don't.

SnowflakeBigQueryRedshiftdbtLookerTableauPower BI

A KPI dictionary — every metric defined once, with one named business owner

Source-to-report lineage: which dashboards depend on which tables

An approval workflow so a definition only changes with a named reviewer’s sign-off

A foundation document — the blueprint for your AI and platform investment

WHAT LANDS IN YOUR HANDS

KPI DICTIONARYEXAMPLE · CLARITY
net_revenue · CFO
active_customer · CMO
churn_rate · COO

Every metric defined once, owned by a name.

GOVERNANCE WORKFLOWEXAMPLE · CLARITY
propose change
owner review
lineage check
publish + notify

Definitions change on purpose — never by accident.

ADOPTION TRACKEREXAMPLE · CLARITY
+40%
DASHBOARD ADOPTION · EXAMPLE

Trust, measured weekly — not assumed.

AFTER CLARITY — FOUNDATIONS, THEN CORE

Is Clarity your
starting point?

The diagnostic scores your metric trust in two minutes. If it's not Clarity, we'll tell you what it is.