Question 1

Do you replace our marketing team with agents?

Accepted Answer

No. Agents replace the low-leverage repetitive work — briefs, first-pass creative, reporting, QA, monitoring — so the team can spend its time on strategy, judgment calls and things AI genuinely can't do. Headcount usually stays flat and output goes up.

Question 2

What stack do you build on?

Accepted Answer

Whatever is right for the job: Claude and GPT for reasoning, Codex for code-level automation, the OpenAI Agents SDK and MCP for tool orchestration, n8n for workflow glue, and the existing marketing stack (GA4, Klaviyo, HubSpot, Shopify, the ad platforms) as the ground truth data layer.

Question 3

How do you keep the agents reliable in production?

Accepted Answer

Every agent ships with an eval framework, logging, human review points for anything customer-facing, and a documented rollback plan. Reliability is a design constraint, not a hope.