Kinetic Productions, a Las Vegas broadcast and field production company led by Anthony Kremer, operates on project economics that change with every quote. Crew commitments, equipment availability, sub-rental requirements, client behavior, and project complexity can all change the contribution ultimately realized from work that appeared profitable when priced.

Across completed projects, quoted contribution was diverging from realized contribution by 6–12%. The underlying issue was timing: the economics of a project were largely determined when the quote was accepted, while the information showing where contribution had been lost became visible later.

City Shift Finance deployed Breakaway AI Production Economics to evaluate expected project contribution before a quote is committed.

Breakaway AI combines the proposed scope, price, crew, equipment, and schedule with current resource constraints and the realized economics of comparable completed projects. Where expected contribution falls below Kinetic Productions' required level, the system identifies the source of exposure and shows how changes to pricing or resource configuration affect the economics before the commitment is made.

Anthony Kremer retains final authority over every commercial decision.

Breakaway AI evaluated more than 340 project decisions and identified a 6–12% gap between quoted and realized contribution.

Applying those findings before subsequent commitments produced a projected 9% margin recovery from pricing and resource decisions that could still be changed before acceptance.

Each completed project also expands the financial history available to the system, allowing Kinetic Productions to use realized project economics when evaluating the next commercial decision.