Enterprise AI Measurement Guide
Reports
AI Use Cases Advanced Report
What does the AI Use Cases Advanced Report show about how AI tool usage is distributed across task categories over time?
What it shows
The AI Use Cases Advanced Report is a configurable report template that shows how AI coding tool usage distributes across task categories over a selected time period, including categories such as Knowledge & Research, Technical/Coding, Writing & Communication, Analysis & Decision Support, Admin & Ops Automation, Creative & Ideation, and Other. The over-time view shows whether the task category mix is shifting, for example, whether the organization is moving from primarily using AI for writing assistance toward using it for more advanced technical and analysis tasks.
Why it matters
Task category distribution is the strategic depth signal behind adoption numbers. An organization where 80% of AI usage sits in Writing & Communication after two years of rollout has stalled at surface-level adoption, employees have learned to use AI for the easiest tasks and haven't progressed to the higher-leverage ones. An organization where Technical/Coding and Analysis & Decision Support are growing as a share of total usage is deepening its AI investment in the categories where productivity gains compound. CHROs and CIOs building training and enablement programs need the task category view to know where proficiency development is most needed.
The Larridin angle
Larridin customer data shows one organization where Billing Operations tripled its Admin & Ops Automation AI usage in a single week and sustained it for three subsequent weeks, a team-level workflow shift that was completely invisible in the org-wide adoption metrics but immediately visible in the AI Use Cases report at the department level. The report is the discovery tool for those quietly successful AI workflow changes that deserve to be replicated.
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Common questions
What is the AI Use Cases Advanced Report?
The AI Use Cases Advanced Report is a configurable template that shows how AI coding tool usage is distributed across various task categories over a selected time period.
Why is task category distribution important for the C-suite?
Task category distribution provides strategic insights into AI adoption, indicating whether an organization is moving beyond surface-level AI usage to more advanced, high-leverage tasks.
How can the AI Use Cases Advanced Report benefit training programs?
The report helps CHROs and CIOs identify which task categories need proficiency development, guiding the focus of training and enablement programs.
Can the AI Use Cases Advanced Report reveal team-level workflow changes?
Yes, the report can uncover team-level workflow shifts, such as increased usage in Admin & Ops Automation, which might not be visible in broader adoption metrics.