Simone Okafor-Mensah

Persistent campaign memory beats quarterly resets for faster learning.

Autonomous agents act within set limits; co-pilots wait for human approval before moving.

Test whether marketing AI actually runs itself or just looks autonomous under real conditions.

How AI agents decide when they have enough evidence to act on limited B2B data.

Hidden costs like model drift and integration debt can dwarf the salary line in your build budget.

Multiple disconnected systems create data loss that no single platform can fix.

Agents moving fast on incomplete B2B data make confident mistakes no dashboard will catch.