---
id: "concept-three-levels-ai"
type: "concept"
source_timestamps: ["00:02:29", "00:07:25", "00:11:07"]
tags: ["adoption-framework", "roi", "workflow-maturity"]
related: ["claim-l2-roi", "action-move-to-l2"]
definition: "A maturity framework categorizing AI adoption from basic copy-pasting (L1) to structured prompts (L2) and fully integrated, automated workflows (L3)."
sources: ["video"]
sourceVaultSlug: "interpretible-context-methodology-icm-2026Jun02"
originDay: 1
---
# Three Levels of AI Use

## Definition

A maturity model for AI adoption inside organizations, proposed by [[entity-jake-van-clief]] from his enterprise consulting work.

## Level 1 — Copy & Paste

Baseline ad-hoc use: users paste prompts into chatbots (ChatGPT, [[entity-claude]]), iterate manually, copy outputs back into their work.

- Low effort, low and inconsistent impact
- No reuse, no shared assets
- Every interaction is ephemeral

## Level 2 — Structured Use

Users operate from refined, saved prompts, brand-tone guides, and verified outputs. Teams employ 'skills' and prompt libraries to standardize interactions.

- Jump from L1→L2 is the **highest-ROI move** (see [[claim-l2-roi]] and [[quote-l2-roi]])
- Flattens the effort curve while raising output quality and consistency
- Operationalized via [[action-move-to-l2]] and [[action-codify-voice]]

## Level 3 — Integrated Workflow

Automated pipelines where multiple skills, prompts, and deterministic scripts (e.g., Python) are chained. The AI navigates the folder structure established under [[concept-icm-d1]] to execute multi-step processes with minimal human intervention.

- Highest absolute impact
- High engineering cost: requires distributed-systems thinking (orchestration, observability, error handling)
- Sees ad-hoc assistance replaced with systemic automation

## Enrichment Notes

Industry guidance broadly agrees that codifying prompts before building automation is the right *order* of operations. The specific framing 'highest ROI step' is grounded in practitioner experience rather than rigorous controlled studies — read it as a strong consultant heuristic, not a formal law.

For some organizations with large repetitive workloads and strong engineering teams, jumping directly into a narrow L3 deployment can also deliver outsized ROI.


## Related across days
- [[concept-icm-d2]]
- [[framework-icm-architecture]]
- [[synthesis-three-levels-meets-stage-pipeline]]
- [[claim-l2-roi]]
- [[action-move-to-l2]]