Dataset
Methodology and schema publishedThe Eight-Seat Read Data
The Eight-Seat Read data is the anonymized quarterly median of the eight-metric operating scorecard, across all eight revenue functions and four metric classes: dollar, adoption, quality, and reversal. It is the benchmark against which an individual company's Read is compared.
By Jonathan Kvarfordt, Founder and Principal Analyst
What this dataset contains
- Median dollar, adoption, quality, and reversal metrics per seat
- Quarterly deltas per cell
- Panel size per seat
- Methodology notes per metric class
Schema
| Column | Definition |
|---|---|
| quarter | Calendar quarter of the reading. |
| seat | One of the eight revenue seats. |
| metric_class | Dollar, adoption, quality, or reversal. |
| median | Median value across the panel for that cell. |
| delta_qoq | Change versus the prior quarter, in the metric's own unit. |
| panel_n | Number of qualifying respondents in that seat reading. |
Download
Column definitions only. No observations have been published for this dataset yet, so the file is a header row and a method note, not a benchmark. The first reading publishes with the next panel cycle. Open to anyone, no email required, under CC BY 4.0. Attribution: The Revenue AI Report, therevenueaireport.com.
Methodology and caveats
Individual company Reads are private. Only anonymized medians are published. The first reading publishes with the first benchmark issue of the panel cycle.
Frequently asked questions
What is the Eight-Seat Read?
A fixed eight-metric AI operating scorecard cut by revenue function. Each seat reports one dollar, one adoption, one quality, and one reversal metric.
Is the Eight-Seat Read a public benchmark?
Anonymized medians are published quarterly. Individual company Reads are private.
Who is the Eight-Seat Read for?
CROs, revenue-owning CEOs, VPs of RevOps, and CFOs who need one defensible operating view of AI across the revenue organization.
How often is the Eight-Seat Read updated?
Quarterly, with monthly delta reads on the reversal and adoption metrics.
How to cite this dataset
Written by Jonathan Kvarfordt, Founder and Principal Analyst, The Revenue AI Report. Published under CC BY 4.0.
APA
Kvarfordt, J. (2026). The Eight-Seat Read Data. The Revenue AI Report. Retrieved from https://www.therevenueaireport.com/data/eight-seat-read
MLA
Kvarfordt, Jonathan. "The Eight-Seat Read Data." The Revenue AI Report, 31 Aug. 2026, www.therevenueaireport.com/data/eight-seat-read.
BibTeX
@misc{kvarfordt2026eightseatread,
author = {Kvarfordt, Jonathan},
title = {The Eight-Seat Read Data},
year = {2026},
publisher = {The Revenue AI Report},
url = {https://www.therevenueaireport.com/data/eight-seat-read}
}