A $3M programmatic budget, traced line by line, rebuilt, and run with Vi-Agent.
How a Supply Path Review, direct supply paths, and weekly Vi-Agent monitoring work together for a national snack brand, modeled on the ANA’s Q2 2026 programmatic benchmark.
Read the scenariomore working media on the same budget when a brand moves from the benchmark’s bottom tier to its top tier. Modeled, not promised.






