How to evaluate any Marketing vendor in 2026
What a Marketing tool is for in 2026
Everything that drives demand to the store, from paid search to email to social. The widest and most crowded category in dealer tech, so the real skill is proving which spend actually moves metal.
Which capabilities are baseline, and which are rare
Every Marketing capability, colored by how many of the 167 tracked vendors offer it. Darker means common, faint means rare. This is the proprietary core.
Table-stakes
8common across the categoryEmerging
43spreading nowRare
111only a few do thisIn Marketing, 22 of 90 vendors offer multi-Channel / Cross-Channel Campaigns. If yours does not, that is the first question to ask.
What the AI in this category actually does
AI is a capability, not a category — so it shows up here as what the software concretely does. 72 of the 89 vendors we've mapped in Marketing carry at least one AI capability we can name. Every figure below is 100% model-detected, not yet verified.
Models that rank, price, or forecast — the output is a number that flows into an operational decision.
Deciding who sees what — audience construction and offer selection, done by a model rather than a rule.
Natural-language questions, summarization, and anomaly detection over your own business data.
Voice, chat, and SMS dialog with a customer, held by software rather than a person.
Creating text, image, or video output that a person would otherwise have written or produced.
A further 12 mapped Marketing vendors carry a capability whose AI classification we have not settled yet. They are deliberately excluded from the counts above rather than rounded in.
How we grade AI claims across every categoryWhere the whole field is strong, and where it is weak
The five dimensions that make up the category score, aggregated across every vendor. Weight your contract toward wherever the field is weakest.
The field is strongest on category focus and weakest on integration relevance. Weight your contract toward integration relevance, because the category will not give it to you for free.