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Building Apex GPT — Turning AI Curiosity into Creative Utility

Christoph Bakke, Senior Director, Programmatic , 01.13.26

01.13.26 Christoph Bakke, Senior Director, Programmatic

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Why We Built It

AI is everywhere in marketing—but most “off-the-shelf” models weren’t built for the realities of agency life. They can write, summarize, and ideate, but they don’t understand media pacing, campaign objectives, or brand nuance. At Apex, we saw an opportunity: to build an internal GPT fine-tuned for Allied’s workflows, language, and creative rhythm.

The goal wasn’t to chase novelty but to operationalize intelligence. We wanted a model that could accelerate strategy, reduce manual friction, and speak fluently in the language of media and marketing.

The Hypothesis

If a large language model were trained on Apex-specific frameworks, prompts, and examples, it could:

  • Generate briefs, recaps, and creative ideas in Allied’s voice,

  • Reduce repetitive manual tasks like formatting and summarization, and

  • Surface faster insights from campaign data and research inputs.

In short: could a custom GPT become a true creative and analytical partner, not just a content generator?

The Build

We began with OpenAI’s foundation model and layered in Allied-specific context through structured prompt libraries, curated training examples, and role-based instruction sets. Each department contributed:

  • Strategy and Creative: defined tone, formatting, and brand lexicons.

  • Analytics: integrated Apex data structures and KPI language.

  • Operations: mapped repetitive workflows into automated GPT chains.

Then came the specialization. We built Apex GPT to act as a programmatic expert inside Allied Global Marketing. It is designed specifically to help media planners integrate programmatic channels into their media plans. The model was trained to understand:

  • The full range of Apex capabilities as an internal trading desk,

  • The nuances of activating across CTV, Display, Online Video, YouTube, Streaming Audio, and Digital Out-of-Home, and

  • How to provide tactical planning guidance within AGM’s media process.

Apex GPT doesn’t just answer questions, it directs planners back to Apex methodology. If a user’s prompt drifts away from programmatic, the model redirects focus to the relevant process or best practice. When building media plans or estimates, it proactively asks for key context like budget, flight dates, and objectives before responding just like a real programmatic strategist would.

The Results

After one month of iteration:

  • Time savings: teams reduced media planning and recap generation time by 40–60%.

  • Accuracy: internal QA found a 93% prompt-to-output alignment with Apex’s tone, process, and planning standards.

  • Adoption: usage spread from strategy and media planning into analytics, operations, and client services.

The result: Apex GPT became an embedded planning partner, helping teams translate campaign objectives into actionable, channel-specific recommendations grounded in Apex capabilities. In practical terms, that’s hours saved per campaign and cleaner handoffs between planning, trading, and reporting.

What We Learned

  • Context beats capability. The model’s usefulness came from its training on Allied’s systems, not from general AI sophistication.

  • Human feedback is non-negotiable. Every improvement, from how it structures media plans to how it asks for clarifications, came through hands-on team input.

  • Guardrails create trust. By keeping Apex GPT focused strictly on programmatic strategy and activation, it became more reliable and credible to use daily.

What’s Next

Apex is now developing multi-modal and data-aware extensions for Apex GPT—enabling it to interpret campaign dashboards, read pacing reports, and recommend optimizations directly from live Apex data. The long-term goal is a model that can act as a true programmatic co-planner: one that understands both the creative why and the operational how behind every campaign.

The Takeaway

The future of AI in marketing isn’t just automation, it’s alignment. By embedding Allied’s expertise, tone, and trading-desk process directly into Apex GPT, we built more than a model. We built a reflection of how our teams think, plan, and execute. The result is smarter collaboration, faster decisions, and a clearer path to programmatic excellence.

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