During a transformation from services to product, identify and commercialize the reusable tools that services teams have already built to support clients. Instead of starting from scratch, productizing these existing "mini-products" aligns them with the broader product strategy, saves development time, and leverages proven solutions.

To discover high-value AI use cases, reframe the problem. Instead of thinking about features, ask, "If my user had a human assistant for this workflow, what tasks would they delegate?" This simple question uncovers powerful opportunities where agents can perform valuable jobs, shifting focus from technology to user value.

A platform's immediate user is the developer. However, to demonstrate true value, you must also understand and solve for the developer's end customer. This "two-hop" thinking is essential for connecting platform work to tangible business outcomes, not just internal technical improvements.

Stakeholders will ask "so what?" if you only talk about developer efficiency. This is a weak argument that can get your funding cut. Instead, connect your platform's work directly to downstream business metrics like customer retention or product uptake that your developer-users are targeting.

To get product management buy-in for technical initiatives like refactoring or scaling, engineering leadership is responsible for translating the work into clear business or customer value. Instead of just stating the technical need, explain how it enables faster feature development or access to a larger customer base.

Don't wait for a promotion or new job opening to grow. Proactively identify other teams' pain points and offer your expertise to help solve them. This proactive helpfulness builds relationships, demonstrates your value across the organization, and organically opens doors to new skills and responsibilities.

Avoid the trap of building features for a single customer, which grinds products to a halt. When a high-stakes customer makes a specific request, the goal is to reframe and build it in a way that benefits the entire customer base, turning a one-off demand into a strategic win-win.

Shift your team's language from tracking output (e.g., 'deployed XYZ API') to tracking outcomes. Reframe milestones to focus on the business capability you have 'unlocked' for other teams. This small linguistic change reorients the team toward business impact and clarifies your contribution to metrics like NPS.

To keep non-technical stakeholders engaged, don't show code or API responses. Instead, have team members role-play a customer scenario (e.g., a customer service call) to demonstrate the 'before' and 'after' impact of a new platform service. This makes abstract technical progress tangible and exciting.