A whole commercial engine, run by four people on generative AI.

The brief

Producing and marketing content at volume normally means stacking cost and headcount on every axis at once: a creative studio, a video team, an SEO agency, a CRM and marketing-ops function. Every one of them gets more expensive the more you produce. For a company whose product is a constant stream of media to a large audience, that is a bill and a headcount that only grow.

The build

We built the platform’s entire go-to-market engine on automated generative AI, across content, marketing and conversion, and made it operable by a small team.

• Content: a self-hosted image studio with custom-trained brand characters, and a video factory that turns stills into finished clips on command.
• Marketing: an in-house SEO engine that replaced a retained agency, plus lifecycle and CRM automation a non-technical marketer runs day to day.
• Sales: a conversational AI surface with long-term memory, and an automated funnel that converts and retains.

The result

• One four-person team runs the entire go-to-market engine, content, marketing and conversion, work that normally takes several teams and outside agencies.
• Brand-consistent creative at volume: the same characters across thousands of images and into video, which off-the-shelf tools cannot hold.
• Video becomes a fixed cost, not a per-clip bill that climbs with every clip, so output can scale without the spend scaling.
• A dramatically leaner cost base: we estimate the engine replaces well into six figures a year of agency, tooling and headcount spend, for a low-thousands monthly AI and infrastructure bill.

Debrief

The shift isn’t that AI makes a marketing team faster. It is that when the creative is generated, the marketing automated and the funnel self-running, a small team can own the whole engine instead of renting it from agencies and stacking headcount.

Self-hosting flips the economics underneath it. For a company producing media at volume, generation and delivery become a roughly fixed cost rather than a per-item bill, so output can grow without the invoice growing with it.