> ## Documentation Index
> Fetch the complete documentation index at: https://developers.within.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# Drive AI transformation

> The motion that turns how your organization runs into skills, agents, and automations.

The motion has three phases. [Discover](/transformation/company-brain) captures how work happens, [Structure](/transformation/company-brain#structure) makes sense of it, and Improve builds skills and agents on top. Within runs this as a continuous loop rather than a one-time project. See [Discover → Structure → Improve](/concepts/discover-structure-improve) for the model itself; these pages are how you run it.

Start by naming a business objective and the technology constraints the solution must satisfy. These constraints keep the recommendation tied to systems your organization can approve and operate.

## The Company Brain

These pages use Company Brain for the living map of how your organization operates. It combines the [Process Index](/concepts/process-index), which holds processes with their steps, dependencies, and versions, with [Artifacts](/concepts/artifacts), the source documents and recordings behind them.

Use this evidence to test assumptions about the process instead of relying on a generic template.

## Where to start

> **[Set the objective](/transformation/objective)**
>
> Name the outcome in business terms before choosing any technology.

> **[Build the Company Brain](/transformation/company-brain)**
>
> Turn on Companion, then spend time in what it captures.

> **[Find opportunities](/guides/find-opportunities)**
>
> Scan the process tree and rank candidates against the evidence.

> **[Keep the scan running](/transformation/opportunity-loops)**
>
> Re-scan as capture grows and report newly supported signals.

> **[Build a defensible readout](/transformation/readouts)**
>
> Connect the objective, impact, evidence, uncertainty, and next decision.

> **[Pick the right use case](/transformation/use-case-selection)**
>
> Screen candidates against evidence, feasibility, controls, and materiality.

> **[What you can build](/transformation/what-you-can-build)**
>
> Skills, Integration Flows, Managed Agents, and context bundles.

> **[Where you build](/transformation/where-you-build)**
>
> Choose between Advisor and an AI client connected through the MCP.

> **[Keep agents current](/transformation/maintain-agents)**
>
> A build is a product. Refresh it as the business moves.


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