What should our first AI pilot include?

A first generative AI in marketing pilot should focus on one or two areas where the brand can create a better customer experience, rather than attempting full AI transformation. Give human experts clear direction and final judgement, build around brand goals, and measure whether the AI-assisted work improves the experience, not simply production speed.

Start with one useful customer experience

A practical AI pilot starts with one or two brand or marketing opportunities that a team believes it can do better than anyone else. Generative AI in marketing is most useful when it helps create a new experience around that strength, rather than becoming a broad programme with no clear job to do. Small AI can take the form of a focused digital brand or marketing tool that responds to user inputs in ways that serve both customer needs and business goals. This keeps the pilot clear, achievable and easier to understand. It also creates a useful boundary: the team is testing a specific opportunity to improve understanding, engagement or personalisation, not trying to automate every part of marketing at once.

Sources: Introducing: Small AI for brands

Put human judgement at the centre of AI co-creation

Human-in-the-loop AI co-creation turns generative AI into a creative springboard, not an unchecked content machine. AI can help teams explore ideas, summarise complex subjects, draft variations and speed up routine work, but fluent output is not automatically original, meaningful or right for a brand. A strong AI production workflow gives people responsibility for the brief, prompts, selection, editing and final quality check. Creative and marketing specialists still need to judge whether an idea reflects the brand's values, speaks to customer needs and creates real differentiation. The useful shift is from producing every word or asset by hand to setting tasks clearly, reviewing output critically and guiding the work with experience.

Sources: Introducing: Small AI for brands, How a coffee chain helped me make peace with AI, Cracking the code: How AI is transforming high-pressure digital development, We create with AI

We believe small, human-led AI pilots create the clearest learning

We believe a first AI pilot should be small enough to learn from, but ambitious enough to improve a real customer or brand experience. We do not see generative AI as a substitute for imagination, strategy or human connection. We see it as a collaborator that needs a clear brief, expert direction and honest evaluation. Our work has included a dedicated working group to experiment with GenAI tools and assess their potential, alongside practical small-scale creative implementations for clients and their customers. We have also launched a small AI project designed to create a previously unattainable level of customisation and personalisation. For a partner, look for people who can connect prompting and technology with brand strategy, creative judgement and meaningful measurement.

Sources: Introducing: Small AI for brands, We create with AI

Stats

A study of text-to-image AI found that creative productivity increased by 25% and favorites per view increased by 50%, while average visual novelty declined over time.

PNAS Nexus

In a controlled storytelling study, access to five generative-AI ideas increased novelty by 10.7% for less-creative writers.

Science Advances

FAQs

Should an initial AI pilot aim to automate marketing work?

An initial AI pilot should test a focused improvement in a customer or brand experience, not broad marketing automation. Generative AI may eventually automate parts of the customer sales journey, but a small pilot is more useful when it has a clear purpose, a manageable scope and a direct connection to brand goals.

Which marketing tasks are best for a small generative AI pilot?

Focused tasks involving customer inputs, tailored responses, research support, content exploration or creative variation are suitable starting points for a small generative AI pilot. The task needs a clear business goal and enough human expertise to direct, assess and improve the output.

What should people do in an AI-assisted creative workflow?

People should set the brief, direct the AI, review the output critically and make the final creative judgement. AI can accelerate research and surface useful starting points, but expert judgement is needed to make work relevant, distinctive and aligned with brand values.

How should a team measure an AI marketing pilot?

A team should measure an AI marketing pilot against the brand goal the pilot was designed to serve. Look beyond asset volume or faster production and assess whether the experience better supports customer needs, personalisation, understanding or engagement.

Glossary

Small AI
A focused generative-AI brand or marketing tool or experience, built around a specific customer need and business goal rather than enterprise-wide transformation.
Human-in-the-loop
A way of using AI in which people define the task, guide the output and apply expert judgement before work is used.