1. An organization requires independently validated, experiment-calibrated causal measurement as the core deliverable. If strict incrementality proof (geo tests, lift studies, holdouts) is mandatory, consider vendors that lead with experimentation calibration.
2. The procurement process requires publicly documented enterprise security/compliance artifacts (SOC 2 Type II, ISO 27001). The vendor may have documentation available under NDA, but these attestations were not publicly documented at the time of research.
3. The organization prefers vendors with extensive public third-party review volume for market validation. With a limited number of third-party reviews, another vendor with broader public feedback may be preferable.
4. The primary need is MTA-style user-level journey reporting. This vendor is MMM-first; if the team focuses on user-level paths for creative/audience optimization, an MTA-first solution may be a better fit.
5. The channel mix heavily includes offline, store-level, wholesale, or very complex retail signals that require bespoke econometric modeling; legacy MMM consultancies or enterprise platforms may provide deeper custom modeling capabilities.