Your Company Has AI Tribes. Send an Engineer as Emissary

This article is not a manual or an analysis of return on investment. Instead, it delves into the possibility of applying the Forward-Deployed Engineer mindset within a single company to help spread artificial intelligence adoption across teams that lack common habits, tools, or instincts. The Forward-Deployed Engineer concept refers to an engineer who leaves their home position, immerses themselves in a customer's environment, and tailors the product to address the customer's real problems.

The author compares this approach to sending an engineer as an emissary to different teams within their own company, each with its own unique tools, processes, and rituals. The author found that traditional methods, such as leadership emails, mandates, or AI adoption slide decks, often yielded limited results. The article posits that the best pattern for technology adoption into a foreign environment may also work within a company where AI adoption is uneven, political, and deeply localized.

It outlines the characteristics and responsibilities of a Forward-Deployed Engineer, emphasizing the importance of empathy for the problem, ownership of the outcome, radical curiosity, and prioritizing the customer's needs over the technology. The author argues that the real company resides in the informal network behind the organizational chart, which cannot be imposed through hierarchical structures.

Instead, the solution lies in sending someone to live within each team's unique environment, fostering the adoption of AI by rewiring tribal behavior. The author concludes that while it is challenging to measure the return on investment, the focus should be on building the human infrastructure that transforms skeptical employees into power users, effectively changing how people work.