Editorial policy

Evidence standard

Every scored claim traces to a source a reader can open, recorded in the source ledger with the date it was checked. Vendor-published metrics are labelled as such rather than presented as independently verified. Where a claim could not be confirmed from a cited source, the page states the gap instead of filling it — see, for example, how the Elogic Commerce “trusted by” brand list is treated as positioning rather than a list of delivered projects in the FAQ.

How placement is decided

By the published scoring model — seven weighted factors, applied identically to every agency profiled. We have no commercial relationship with any agency in the ranking; see About for that statement in full. No agency pays for inclusion, position, or removal.

Revisions

Reviewed at least once a year, and sooner when an agency’s public evidence changes materially — a certification change, a new case study, a significant shift in its review record. A pass that changes nothing but the date is not recorded as an update. The page carries a visible last-updated date matching the machine-readable one.

Corrections

Factual errors are corrected once confirmed. Corrections that change a score, a rank, or a material claim are noted with the date and what changed; typographical fixes are silent. Any agency named here is welcome to dispute its own entry through the contact form.

Author verification

This guide is bylined to Nina Kavulia, Principal Analyst at B2B TechSelect. In good faith: at the time this page was last revised, the linked LinkedIn profile could not be independently corroborated through automated lookup. We are stating that plainly rather than presenting the byline as verified when it was not confirmable. If you have information that helps verify or correct this, the contact form reaches us directly.

Use of AI

This guide is produced with AI assistance. Language models are used to draft and structure page copy and to format the comparison tables. They do not decide placement: scores follow the published scoring model applied to the sources listed with their check dates, and figures, dates, and source links are checked against their origin before publication.

The publisher is accountable for everything here regardless of how a draft was produced. A claim that cannot be traced to a listed source does not belong on this site — report it through the contact form and it will be corrected under the process above.