Evidence stays attached
Claims should retain their source, date, and confidence instead of becoming anonymous AI prose.
Plangate is for practical operators who need trustworthy signals, transparent numbers, and a concrete next test—not startup theatre.
A confident decision starts with visible constraints: buyer, location, budget, time, equipment, costs, requirements, and evidence.
Claims should retain their source, date, and confidence instead of becoming anonymous AI prose.
The model shows assumptions and recalculates deterministically when the operator changes them.
A useful decision names what is observed, estimated, calculated, assumed, and still needs verification.
Validation, research, Numbers, planning, launch work, and actual performance belong to one record.
Plangate uses explicit evidence states so a source-backed observation does not look the same as a model estimate or an operator assumption.