How to evaluate any Facilities vendor in 2026
What a Facilities tool is for in 2026
The systems that run the physical store, from security to energy to the drive. A quiet category where reliability beats features.
Which capabilities are baseline, and which are rare
Every Facilities capability, colored by how many of the 44 tracked vendors offer it. Darker means common, faint means rare. This is the proprietary core.
Table-stakes
16common across the categoryEmerging
53spreading nowIn Facilities, 10 of 32 vendors offer installation & Deployment Services. 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. 6 of the 32 vendors we've mapped in Facilities 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.
Computer vision over vehicles, lots, and facilities.
Natural-language questions, summarization, and anomaly detection over your own business data.
A further 1 mapped Facilities 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.