The Umbral Intelligence Blog

Field notes on measuring AI ROI.

Essays, research, and methodology pieces from the team defining how enterprises account for AI investment.

Methodology · May 5, 2026 · 6 min read

The AI ROI Score, explained: how we grade investments from 0 to 150

A transparent walk-through of every factor that goes into Umbral Intelligence's ROI score and the research behind each weighting.

Eric Avery

Founder & CEO

Methodology

The difference between vendor-reported productivity lift and defensible ROI — and why your CFO can tell the difference.

Finance

A field guide to the conversations happening in boardrooms right now — and how finance leaders are preparing to answer them.

Platform

A deep dive into the telemetry patterns that separate real AI integration from seat-count theater.

Methodology

How we translate academic findings on workforce automation into per-vendor attribution your board will accept.

Operations

A practical checklist for the renewal conversation that most finance teams are having blind.

Methodology

How to estimate headcount impact from AI without overstating the case — or understating it into irrelevance.

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