Dataset
Methodology and schema publishedThe Tool Saturation Map
The Tool Saturation Map tracks AI vendor density by revenue category: how many vendors compete in each seat and motion, and how the count is moving quarter over quarter. It is built from the publication's capability catalog, which tracks each tool's stage, ambition level, and corporate status.
By Jonathan Kvarfordt, Founder and Principal Analyst
What this dataset contains
- Vendor count by revenue category and journey stage
- New entrants, exits, and acquisitions per quarter
- Category consolidation notes
Schema
| Column | Definition |
|---|---|
| quarter | Calendar quarter of the reading. |
| category | Revenue category as defined in the capability catalog. |
| vendor_count | Number of tracked vendors in the category. |
| new_entrants | Vendors added to the category this quarter. |
| exits | Vendors acquired, shut down, or repositioned out of the category. |
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
The underlying catalog is public at /capabilities, with individual profiles for each tracked tool. The first saturation reading publishes with the first benchmark issue of the panel cycle.
Frequently asked questions
What is the Tool Saturation Map?
A quarterly count of AI vendors by revenue category and journey stage, built from The Revenue AI Report capability catalog.
Where does the data come from?
The publication's capability catalog at /capabilities, which tracks each tool's stage, ambition level, and corporate status.
How is a vendor counted?
Once per category, per quarter. Acquisitions move the vendor to the acquirer's row at the close of the quarter the deal completes.
Why track saturation?
Vendor density is a leading indicator of pricing pressure and consolidation. Revenue teams use it to time renewals and consolidation decisions.
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 Tool Saturation Map. The Revenue AI Report. Retrieved from https://www.therevenueaireport.com/data/tool-saturation-map
MLA
Kvarfordt, Jonathan. "The Tool Saturation Map." The Revenue AI Report, 31 Aug. 2026, www.therevenueaireport.com/data/tool-saturation-map.
BibTeX
@misc{kvarfordt2026toolsaturationmap,
author = {Kvarfordt, Jonathan},
title = {The Tool Saturation Map},
year = {2026},
publisher = {The Revenue AI Report},
url = {https://www.therevenueaireport.com/data/tool-saturation-map}
}