The expertise agency and AI augmentation

In his book Managing the Professional Service Firm, David Maister lays out three distinct types of firms, each defined by what their clients are actually paying for.

• Efficiency firms compete on price and process. They've productized a known solution and the work is more or less the same every time, so the win comes from doing it faster and cheaper than the competition.
• Experience firms charge more because they've seen the problem before. Clients aren't paying for novel thinking, they're paying for the muscle memory that comes from having solved this exact thing fifty times.
• Expertise firms are different. Clients come to them because the problem is genuinely hard, the answer isn't obvious, and they need someone who can think through it from first principles alongside them.

Paper Tiger has always operated squarely as an expertise firm. We pride ourselves on tight operations and have no shortage of experience, but neither is what clients are actually buying.

Our role is to understand complex problems and work through them consultatively, in real time, with our clients. That isn't something you can outsource to a chatbot, and it requires a working knowledge of nearly every part of what we do.

For our engineers, that's meant truly full-stack capability, from web servers to complex animation. For our designers, it's more than layout. They need to understand brand at a foundational level, structure design systems that translate cleanly into code, and consider SEO and accessibility from day one rather than bolting them on at the end.

AI enters the picture

The landscape has shifted quickly over the last few years, and our LinkedIn feeds have become premature graveyards, declaring the death of the design discipline and erecting tombstones for essential tools like Figma.

The echo chamber is dramatic, but there's some truth in it. Agencies built around repeating the same process and supporting legacy software are probably at real risk, as are designers who've coasted on templates and mimicking work that already exists. This has led to a strange existential moment in which career creatives and developers spend a lot of energy promoting the very tech that is actively working to make their craft obsolete.

For expertise firms, the picture looks different. The knowledge required to branch outside a narrow specialization was already there. The constraint was always time and resources. We've historically focused on design systems and frontend development, even though we have deep experience in adjacent areas such as SEO, custom app development, copywriting, and marketing strategy. AI tooling changes the math on what one senior person can credibly take on inside a single engagement.

AI Augmented Services

Some things stay sacred. Design judgment, creative instinct, and the ability to read a client's actual problem aren't going anywhere. But the repeatable, analytical, time-intensive work that used to require a small team or a third-party vendor can now be planned, orchestrated, and delivered alongside a redesign or rebrand without ballooning the budget or the timeline.

We're calling these AI-augmented services, and we'll be rolling them out as add-ons across new engagements over the coming months. The reason for the careful language is that we've seen what happens when AI is pointed at a problem without an expert behind the wheel. The output is unreliable, generic, and frequently confident about things it shouldn't be. With context, judgment, and a holistic view of the client's goals driving it, the same tooling produces work that's genuinely precise and valuable.

More on the specific offerings soon.