Restoration software, compared on capability.
Working operators define what each category of software has to do. Every vendor is measured against that. The mapping is the score.
Run by an independent data trust that takes no vendor advertising, sponsorship, or paid placement, so no vendor can buy a better score.
The Method, In One Picture
Define, weight, map.
Operators name the capabilities a category needs and how much each one counts. Every vendor is measured against them, and the weighted total is the score.
Field Documentation · Vendor Anonymized
ProvisionalA popularity ranking tells you what other people bought. This tells you what a tool actually does against the work, which is the question an operator is really asking.
What Gets Measured
A capability set for every category.
The KPIs are specific to the work. A few examples, at the category level. The published issues carry the full universe.
Field Documentation
Estimating
Job & Project Management
Accounting & ERP
Vendor-by-vendor readings are published, free to quote, at hub.verinode.ai/research/scores, alongside the Restoration Software Intelligence Report and the software comparison pages.
Who Sets the Weights
The Operator Research Panel.
A body of working restoration operators that sets the capability weights. It rates capabilities, not vendors, so the operator voice stays on what the work requires.
About fifteen operators, every software category covered by at least three, so no single voice sets a category's weights. Seats span size, region, and service-line mix, hold no vendor strings, and are reviewed annually. The Panel is distinct from the Operator Advisory Council, which reviews the data-use policy.
How Vendors Are Heard
Self-reported, then cross-checked.
Vendors report their own capabilities. A self-report is a starting point, weighed against independent evidence before it counts.
Self-Report
Vendors answer against the same KPIs the Panel defined.
Cross-Check
Weighed against docs, reviews, and operators who use it.
Review
A pre-publication review and a standing right of correction.
Publish
Whether a vendor answered is part of the reading.
How It Adds Up
Three inputs, one reading.
No single input can move a score on its own. Keeping them separate is what makes a reading legible and hard to game.
Vendor self-report
Claims, confirmed or discounted
Panel weights
How much each KPI counts
Operator experience
The peer-rating signal
The full eleven-dimension Verinode Score, its confidence labels, and its quality controls are on the methodology page.
Built in the Open
Where this stands today.
The scoring engine and vendor catalog are live. The operator-calibration layer is the next build, roughly six months out.
Live Today
A research-derived Verinode Score for every catalogued vendor
Evidence gathered from the open record, each datapoint sourced and dated
A structured vendor questionnaire that raises a reading's confidence
Separate scores per category, each with a confidence label
Forthcoming
Operator-set capability weights replacing today's defaults
Capability testing against a published rubric, not documentation alone
Peer ratings graduating from Early signal to Widely rated as the network grows
Why It Can Be Trusted
Independence, in three commitments.
No Vendor Pays
No placement, sponsorship, or scoring influence is for sale. Funded by operator membership.
No Hidden Agenda
No vendor advertising and no vendor sponsorship. Operator data is never sold to carriers.
Reproducible
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.
License
Free to quote, attribution required.
The method on this page, the capability standard behind it, and the readings Verinode publishes from it are released under the Creative Commons Attribution 4.0 International License. Reproduce it, quote it, build on it. Cite it as Verinode Research, with the month, and a link where a link is possible.
A reading carries a date, a confidence label, and a provisional flag until its category is both operator-weighted and peer-rated. Those travel with the number; a score quoted without them is quoted wrong.
The grant stops where operator contributions begin. Peer ratings, cost position against what peers actually pay, and every benchmark built from contributed data are membership material and are not licensed for reuse — not because they are the secret, but because they are not ours to give away. The Verinode name and marks are trademarks, not content.
Join the Panel
Have a say in which capabilities count.
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. The vendor-level readings are published at hub.verinode.ai/research/scores under a Creative Commons Attribution license, with a machine-readable copy at /scores.json. A rated company can correct a factual error or publish a reply through the published correction process. The full cross-platform methodology is at verinode.ai/methodology. Last updated July 2026.