Editorial Policy

Last reviewed September 8, 2026 · Independent editorial research; vendor claims are labeled as such.

Our editorial goal is useful, source-aware measurement guidance without presenting vendor marketing as independent proof.

Product research

Unstable information such as pricing, plan names and integrations should be checked against current vendor sources. We date reviews and update material claims when they change.

Comparison methodology

We compare products by the job a buyer needs done: journey length, ecommerce or lead-gen workflow, offline events, attribution methodology, integrations, reporting, implementation and pricing. We do not declare a product the winner merely because it pays a commission.

Claims and experience

We do not fabricate hands-on experience, customer outcomes, testimonials, statistics or ratings. Vendor performance claims are labeled as vendor claims.

Corrections

When a factual error is identified, the relevant page should be corrected and its review date updated.