Industries
Where we work
We are most useful in environments where the work is knowledge-intensive, the approvals are real, and the cost of getting it wrong is measured in more than time. The common thread is not an industry code — it is a recurring workflow with multiple people, systems, and handoffs, and enough financial weight to justify changing it properly.
Healthcare and pharmaceutical
Where review is the constraint, not the writing.
Medical, legal, and regulatory review exists for good reason, and no AI system should be positioned as a way around it. The opportunity is in everything that surrounds review: assembling the package, locating the approved claim, checking that a reference supports what it is cited for, and making the state of a review cycle visible while it is still running.
Agencies and professional services
The work between the work.
Agency margin is lost in the operational layer — scoping a brief, building an estimate, assembling a status report, locating the deliverable that answered this exact question eight months ago. It is high-volume, high-judgment work that is rarely documented anywhere a system can reach.
Enterprise operations
Processes that outgrew the systems holding them.
Many operational workflows work only because experienced people know which exceptions to catch. That knowledge is expensive, hard to hire for, and invisible until someone leaves. These processes are usually document-heavy, spread across systems that were never designed to talk to each other, and impossible to reason about from a dashboard.
Each list above describes where we look for value in a given environment — the workflows an assessment examines, not a catalogue of delivered projects. Which of them is worth changing in your organization is an empirical question, and it is the first thing an assessment answers.