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

# Execute your improvements

> Take the solution set from Define into delivery: simplify the work, then design, build, release, adopt and measure each change.

Deliver is where the solution set becomes real work. Each change in it, whether a redesigned process, a rule-based automation, an agent, or a system or organizational change, goes through the same loop, and each loop ends with a measured result rather than a launch date.

> [!NOTE]
>
> **Before you start:** an approved solution set from Define, with an owner for each change. See [Define your solution set](/user-docs/define/define-your-solution-set).

## The delivery loop

**1. Simplify the work**

Remove waste and reengineer what's left before you automate anything. Make the human handoffs explicit, and start the system, data and organizational changes the outcome depends on.

**2. Design, build and release**

Design the change, build it, and test it on representative work. Release only when quality, controls, acceptance and operation all pass. If they don't, hold the release, fix what's blocking it and run the acceptance tests again.

**3. Run it in production and adopt it**

The change is live when eligible real work succeeds through it, again and again, with a named operator and a support route. People use it, inspect what it did and recover when it goes wrong.

**4. Measure the value**

Recalculate against the baseline from Discover, using comparable cases and the full cost of running the change. The first iteration is complete when the customer accepts the measured benefit.

**5. Decide what changes next**

Sustain it, update it, build the next one, re-agree a changed objective, scale it, or retire it. Your Work Brain keeps learning from the work, so the next decision starts from current evidence.

## How each solution type runs through it

| Step | Process Redesign | Automation | Systems & data | Organization |
| - | - | - | - | - |
| **Design** | The future-state process | Agents: a spec with autonomy for each action, red lines and an evaluation threshold. Rule-based flows: the fixed path and its exceptions. | Fit-gap and requirements | The policy draft and a consultation plan |
| **Build and test** | SOPs and training material | Build, then test offline, including missing, late or changed inputs | Configure and test | — |
| **Pilot** | One unit | Shadow, then assisted | Pilot users | A pilot group |
| **Roll out and sustain** | In waves, with the sustain layer in place before the first wave | Raise autonomy step by step, with monitoring and a way to switch it off | Deploy, with hypercare | Roll out, then check compliance |

Within's part in each type, and what your teams own, are in [Define your solution set](/user-docs/define/define-your-solution-set#three-families-six-solution-types).

## Two ways to build automation

> **Business users: skills and simple agents**
>
> Build in Advisor, or in a chat app connected to the Within MCP. One bounded task at a time, reviewed before it's shared.

> **Developers: compound agents**
>
> Build in the coding agent your team already uses, with the Within ADK guiding the sequence from objective to deployment.

Both start from the same evidence in your Work Brain, and both keep a person's approval on the design and the release.

## In this section

> **[Redesign the process](/user-docs/deliver/redesign-the-process)**
>
> Remove waste and reengineer, then pilot, document and roll out the new way of working.

> **[Using the Within MCP](/user-docs/deliver/within-mcp)**
>
> Connect Within to your own AI client, and how it compares to Advisor.

> **[Build an agent with the Within ADK](/user-docs/deliver/build-an-agent-with-the-adk)**
>
> Specify, build and validate an agent from your observed workflows.

> **[Validate an agent before release](/user-docs/deliver/validate-an-agent)**
>
> Test against ordinary, edge and failure cases, then pilot in shadow and assisted mode.

> **[Run in production and adopt](/user-docs/deliver/run-in-production)**
>
> What has to be true before people can rely on it in real work.

> **[Maintain and improve agents](/user-docs/deliver/maintain-and-improve-agents)**
>
> Keep an agent current as the work changes.

> **[Measure the value](/user-docs/deliver/measure-the-value)**
>
> Recalculate against your baseline so the value claim holds up.

> [!NOTE]
>
> **Need help?** Use the in-app chat — click the chat bubble in the bottom-right corner of Within (staffed 24×5) — or email [support@within.ai](mailto:support@within.ai).


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