An observation, not a manifesto.

The real-estate profession has a rigor that tools struggle to serve. Software has done real good — but it turned the agent into a data-entry clerk. Agents want to be on visits, not in front of three forms.

Then AI arrived, and chatbots were plugged into CRMs. Understanding language is not understanding the work. A generic AI knows neither your mandates, nor your market, nor how you run a valuation.

And the observation that started it all: salespeople don't fill in their CRM. Not out of ill will — out of lack of time. Domaria starts there: you talk to Maria, she structures, the human validates. Born among real-estate agents, the recipe works for everyone who sells or advises — down to individuals.

“Domaria frees the agent from the keyboard. That's all. That's already a lot.”