Software Methodology
Working operators define what each category of software has to do. Every vendor is measured against that. The mapping is the score.
No popularity contest. No advertising relationships. A neutral, functionality-based comparison the industry has wanted for years.
The job of a software category, broken into the capabilities operators expect from it.
Each capability becomes a measurable KPI. The Operator Research Panel sets how much each one counts.
Every vendor is scored against the published KPIs on the evidence.
An independent data trust is the right body to run this. No vendor advertising to protect, no vendor to favor, and the full method published so any claim can be audited against the list.
What Gets Measured
The KPIs are specific to the work. A few examples, at the category level. The published issues carry the full universe.
Vendor-by-vendor results are published in the Restoration Software Intelligence Report and on the software comparison pages.
Who Sets the Weights
A body of working restoration operators that sets the capability weights. It rates capabilities. It does not rate vendors, so the operator voice stays on what the work requires.
~15
Working Operators
Large enough that no one view carries the panel.
≥3
Per Software Category
No single voice sets a category's weights.
0
Vendor Strings
No sponsored seats. Vendor adjacency disclosed.
Seats span company size, region, and service-line mix, by application and reviewed annually. The Panel is distinct from the Operator Advisory Council, which governs the data-use policy.
How Vendors Are Heard
Vendors report their own capabilities. A self-report is a starting point, weighed against independent evidence.
Vendors self-report against the same KPIs the Panel defined, not against marketing language.
Every claim is weighed against documentation, third-party reviews, and operators who use the tool.
Responders get a pre-publication review, and every named vendor keeps a right of factual correction.
Whether a vendor answered is part of the reading. Silence lowers confidence, not the score.
How It Adds Up
No single input can move a score on its own. Keeping them separate is what makes a reading legible and hard to game.
Claims that independent evidence confirms or discounts.
How much each KPI counts, set by working operators.
The peer-rating signal from operators who use the tool.
The full ten-dimension Verinode Score, its confidence labels, and its quality controls are on the methodology page.
Built in the Open
The scoring engine and vendor catalog are live. The operator-calibration layer is the next build, roughly six months out.
Until a category's weights are operator-ratified, its readings carry a provisional marker, so a reader always knows which layer of the method a score rests on.
Why It Can Be Trusted
No placement, sponsorship, or scoring influence is for sale. The work is funded by operator membership.
No vendor advertising and no vendor sponsorship. Operator data is never sold to carriers.
The same evidence and weights produce the same reading next quarter. A score moves when a product moves.
The full position is on the independence and data-use policy pages.
Join the Panel
The comparison gets stronger with more operators setting the weights. Seats are by application, capped per cycle, and open to operators of every size and specialty.
For associations and networks: to help shape the capability standard, contribute panelists, or review the method, reach the research team at [email protected]. Independent of any commercial relationship.
This page describes the method at the category level. Vendor-level results are published in the Restoration Software Intelligence Report. The full cross-platform methodology is at verinode.ai/methodology. Last updated July 2026.