Prompt classification

Understand how your users are using AI.

Prompt classification answers a simple question: How are your users using AI? Classify selected prompt text and supported observed activity into task categories. Keep drafting, coding, research and data handling separate from risk signals and policy decisions.

SD-1 / Prompt classification Detect Classify Evaluate Drafting Coding Research Data handling Tool use In policy Review Policy issue Evidence retained for the policy decision
SD-1: Capability-specific hero showing intent lanes before an AI prompt crosses the boundary. Production metadata: 3ls-sd-1-solutions-prompt-classification-composite.svg; SVG master rendered fluidly with explicit 1600x1200 dimensions; crop-safe for 4:3 and stacked mobile hero placement.; task-1093-inline-svg-master

How are your users using AI?

3LS helps teams distinguish drafting, coding, research, summarization, data handling, and tool-driven work so AI usage becomes understandable instead of opaque.

Phase 1

AI activity appears

A person or tool starts using AI for a concrete task.

Phase 2

Activity is classified

3LS categorizes whether the interaction looks like drafting, coding, research, summarization, data handling, or tool use.

Phase 3

Risk is prioritized

Teams can separate routine activity from interactions that need closer review.

Phase 4

Operators get context

Usage patterns become visible enough to govern, coach, and control.

SD-2 / Detect, classify, evaluate Detect Classify Evaluate Activity Analysis Policy result Evidence In policy Review Policy issue Evidence retained for the policy decision
SD-2: Three-step visual showing observed activity, analysis, then policy evaluation and evidence. Production metadata: 3ls-sd-2-solutions-policy-flow-diagram.svg; SVG master rendered fluidly with explicit 1600x900 dimensions; usable as 16:9 desktop panel and full-width mobile diagram.; task-1093-inline-svg-master

What teams gain

Visibility that supports governance, coaching, and review.

Drafting

See writing and summarization patterns

Understand when people are using AI to draft, summarize, and restructure information for everyday work.

Outcome: Baseline normal AI usage

Coding and research

Separate technical work from higher-risk handling

Distinguish coding, troubleshooting, and research assistance from interactions that start to involve sensitive business material.

Outcome: Faster triage for reviewers

Data handling and tool use

Highlight actions that deserve extra attention

Surface when prompts point toward data handling, sharing, or tool-driven behavior so operators know where controls may matter.

Outcome: Better governance decisions

From the blog

Prompt Risk and Classification Signals

Articles on prompt injection, tool steering and the distinct activity classes and risk signals teams need for review.