Coaching a Digital Agency to Build Their First AI Agent

Challenges

A leading advertising and digital agency recognized that the nature of agency work is evolving – and fast. As AI tools become more accessible, their leadership saw a clear opportunity to lead the charge by developing AI agents to streamline internal operations and client-facing services. The challenge? While the agency had a digital team in place, they had never built AI products before. Their developers lacked experience with AI design patterns, and the organization’s mindset leaned toward traditional, linear development approaches.

Solutions

Gradient Ascent partnered with the agency to provide AI Coaching focused on enabling their first AI Agent initiative. Our role spanned three core areas:

1. Mindset Development: We worked with leadership and product teams to shift their approach from spec-heavy planning to iterative experimentation and rapid learning cycles—critical for successful AI product development.

2. Skillset Acceleration: We coached both the executive and development teams on how to scope, design, and build AI-driven features, emphasizing quick prototyping, prompt engineering, and deployment strategies.

3. Tooling & Data Considerations: Given their lack of historical data and system integrations, we helped them identify lightweight approaches to testing, using synthetic data and mock environments to move fast and build proof-of-concepts.

Results

The engagement resulted in multiple working prototypes that validated the agency’s AI Agent concept. These early wins not only helped generate internal momentum but also served as the foundation for investor conversations and future product development. More importantly, the team left with the confidence, skills, and process mindset to continue innovating with AI independently.

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