Every score in our QMS software coverage comes from desk research against published evidence. This page states the method plainly, so any reader can see why one platform scored above another, challenge a judgement, or apply the same framework to a product we have not covered. The scores themselves appear in the best QMS software comparison, and this page explains what sits underneath them.
The five criteria and their weights
Standards and compliance fit carries 25 percent. We record which standards a vendor evidences support for, such as ISO 9001, ISO 13485, ISO 17025, AS9100 or FDA 21 CFR Part 11, and whether the evidence comes from the vendor’s own product and compliance pages rather than a directory summary. A long standards list copied from a listing site earns less than a shorter list the vendor documents properly.
Module depth also carries 25 percent. We check ten core capabilities: document control, CAPA, audit management, training, supplier quality, complaints, nonconformance, change control, risk and calibration. A module counts only when vendor material or a detailed product listing evidences it. Where evidence is ambiguous, for example a generic change management feature with no distinct change control module, we record the capability as unconfirmed rather than present.
Ease of use and implementation carries 20 percent. Without hands-on access, we judge this from review platform commentary at scale, the availability of a free trial, deployment options, and how much implementation work the vendor describes. A platform that reviewers repeatedly call configurable but complex will score lower here than one praised for fast adoption, even if the first is more powerful.
Pricing transparency and value carries 15 percent. Publishing a real price earns credit. Publishing a price structure without figures earns less, and quote only pricing earns the least, however competitive the eventual quotation might be. This criterion deliberately rewards openness, because buyers cannot compare what they cannot see.
Each criterion is scored out of 10 from the evidence gathered, the five scores are weighted as above, and the weighted results are combined into a single total out of 10. A worked illustration makes the arithmetic concrete. A platform scoring 9 for standards fit, 9 for module depth, 8 for ease of use, 5 for pricing transparency and 8 for support would reach 8.35 before rounding, and the low pricing mark would visibly hold back an otherwise strong product. That is intentional: a buyer reading the total can return to the five component scores, see exactly where the weakness sits, and reweight the criteria if their own priorities differ from ours.
Support and vendor stability carries the remaining 15 percent. We consider review evidence about support quality, the vendor’s trading history and product continuity, partner and validation ecosystems, and whether the product has a clear current identity rather than a trail of renamed editions.
Evidence rules we work to
Vendor documentation comes first. A feature, standard or price is treated as established when the vendor’s own site states it. Review platforms and comparison sites can corroborate a claim or supply ratings data, but they do not override the vendor on what the product contains.
Review platform data is reported as data. When we cite a G2 or Capterra rating, we give the score, the number of reviews behind it and the date we checked, which for the current data set is 21 October 2026. A rating of 4.6 from four reviews is presented differently from 4.4 from several hundred, because the second rests on far more buyer experience.
We claim no hands-on testing. Nobody on this publication has implemented these platforms in a live organisation for review purposes. Scores are labelled desk research wherever they appear, and readers choosing between finalists should still run trials and reference calls.
Pricing is published only when the vendor publishes it. If a vendor does not publish pricing, we write exactly that and state that a quotation is required. Third party figures may be mentioned only as labelled estimates with the estimating source named, as in the QMS software pricing guide, and conflicting estimates are shown as conflicting rather than averaged away.
Vendor compliance statements are reported as vendor claims. If a vendor states its product supports a standard or regulation, we write that the vendor states it. This site does not certify any product against any standard.
How we handle conflicting sources
Conflicts are normal in this market, and hiding them would make the data look tidier than it is. Review counts for the same product can differ between regional Capterra sites and between crawls a few weeks apart; where that happens we use the most recent figure we saw and note the variation in the underlying record. A G2 figure sometimes covers a wider platform rather than a quality only product, and where that applies we say so next to the number.
Free trial claims conflict too: one listing may advertise a trial that the vendor’s own pricing page does not offer. In those cases the vendor statement wins for the product record, and the conflict is noted. Older third party prices are treated with suspicion when the vendor’s current page shows a different figure, because listings are rarely updated as quickly as vendor pages.
Where a judgement call decides a score, the reasoning sits in the product research record behind pages such as the QT9 QMS review, so an individual score can be traced back to the evidence that produced it.
Updates, corrections and disclosure
Scores and figures are reviewed when a vendor changes its published pricing, renames a product, or releases a materially different edition, and the whole data set is rechecked on a rolling cycle. Each page shows its reviewed date, and figures carry their check date in the text. If you spot a figure that no longer matches a vendor page, tell us and we will recheck it against the source.
Disclosure: no affiliate links are used in this coverage at launch, and no vendor pays for placement or scores. Any future affiliate relationship will be disclosed on the page where it applies, before the link, rather than only on a central disclosure page.
Buyers who want to run their own version of this evaluation can start from the QMS software requirements template, which turns the five criteria here into weighted questions a vendor must answer in writing.
Practical question
Before your next software demonstration, which of the five criteria would your organisation weight highest, and does that match the weighting your current shortlist was actually built on?