Deliver a project with AI agents: From an idea to a result you can check

An internal project becomes useful when your team can work with its result. A guide nobody can find, an analysis with no clear basis or a file in the wrong format only partly solves the original problem. When you assign a project to AI agents, the brief should therefore explain what will change in everyday work. That protects the participants’ time and makes it more likely that implementation produces a practical improvement for the business.

The decisive step is defining the scope. Instead of “Organise our knowledge”, you might commission an understandable guide to one process, based on approved documents and reviewed by the person responsible for that work. This article develops such a project from the initial idea to adoption. The example is entirely fictional and intended as a working model. It promises neither a particular time saving nor that every requested implementation is possible in your environment without preparation.

Start with an action someone should perform better

First ask who will use the result and which specific task it should make easier. “We need a handbook” describes a document. “New employees should be able to hand an incoming service enquiry over to dispatch with all necessary information” describes the benefit. That benefit determines the content, required sources and review. An attractive overview of the entire business would be too broad if the crucial handover remained unclear.

In our example, a company runs a small technical service operation. After induction, new employees are sometimes unsure which details are needed when an appointment changes and where unresolved questions should go. The internal project will produce a short guide for this exact situation. It concerns office handling, rather than a new scheduling application or a redesign of every service process. The person responsible for dispatch will review the result for business accuracy.

Then define an observable success statement. Using a fictional case, a new colleague should be able to identify the responsible contact, recognise the required information and prepare a complete handover. You will later check whether the actual document enables this. You do not need to assume a general productivity increase. Asking whether the guide can be used without additional verbal explanation already provides a concrete quality criterion.

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Divide the project into results with clear boundaries

A useful scope describes what should be delivered without prescribing every action. In the example, the deliverables are an editable guide, a readable distribution version and a short account of unresolved business decisions. The guide covers the normal case and two common exceptions. The distribution version must open and remain readable in the intended working environment. The account of open decisions prevents uncertain rules from quietly becoming final instructions in the document.

Also define what falls outside the assignment. The agent does not change existing appointments, send customer messages or invent responsibilities. These boundaries follow from the project itself: you are creating an internal working resource. If a system also needs changing later, that is a separate, deliberately agreed implementation step. Discovering an ambiguity in a source does not automatically expand the project to cover the entire business.

Choose a scope that allows early business feedback on a real piece of work. For the guide, a complete normal appointment-change case with a sample handover note is enough initially. A contents page alone does not show whether a new colleague will know what to do. Conversely, ten fully written chapters would be excessive preparation if dispatch then discovered that the agent had misunderstood the underlying process.

Provide a small, unambiguous set of sources

An agent cannot resolve contradictory company rules simply by writing fluently. Before work starts, assemble the necessary documents with identifiable versions. Our example uses a current process description, an approved account of responsibilities and two anonymised handover samples. An older guide is identified as superseded and is not presented as equally authoritative. This makes clear which material should govern the business statements in the new document.

Check which information the project actually needs. A full export of every service case is not automatically more helpful for a guide to appointment changes. Selected examples that may appropriately be used can explain the process more clearly. Personal customer data is unnecessary for the fictional test cases. Always ask whether a piece of information contributes to implementation or review. Otherwise, a large unsorted collection merely pushes the selection decision into the execution stage.

Describe the available working environment too. Where may the editable file be created? Which format can your team maintain afterwards? Who can download and open the output? These decisions belong in preparation because good content in an unusable format creates additional work. Do not assume connections to other systems that have not been established or agreed for this project. The intended delivery route should be clear before work depends on it.

A complete brief for the internal project

You can adapt the following brief to your own circumstances. It is a working example with fictional conditions, rather than a product configuration. “Create a guide for new employees in our service office explaining how to handle incoming appointment changes. After reading it, they should be able to hand the normal case over to dispatch completely and recognise when a question is necessary. Use only the attached current process description, responsibility overview and two approved samples as the business basis.”

Continue with the deliverables: “Provide an editable version in the text format we have agreed and a PDF reading version generated from it. Cover the normal case, an unclear customer reference and an alternative appointment that has not yet been confirmed. Include a short sample handover for each case. Identify unresolved company rules separately. Do not create a rule where the sources do not give an unambiguous answer. The guide must make sense without access to this assignment.”

Next come the working boundaries and first review: “Work only in the project area provided. Do not change real cases or send messages. Show the completed normal case and sample handover first. Dispatch will check the information, responsibilities and sequence. After that feedback, complete the two exceptions and reading version. Correct technical presentation problems and identifiable gaps within the agreed scope yourself.” This gives the agent room to complete routine work without converting the project into a sequence of unnecessary approvals.

Finally, define adoption: “Deliver the completed files with a version date, sources used and a short explanation of open points. We will test the guide with a colleague using the three fictional cases. The result is complete when the responsible reviewer confirms the process, all files can be opened and the colleague prepares the handover correctly without additional explanation. The named owner will then decide when to place the guide in our internal library.”

Review an intermediate result against a concrete case

Suppose the agent delivers the normal case but leaves unclear whether the office may promise the requested replacement appointment. General feedback such as “Be more precise” provides little direction. Dispatch instead identifies the missing distinction: “A customer’s preferred time is not a confirmed appointment. The guide must say that the preference is passed on and checked by the responsible person. The handover note must not imply confirmation.” This instruction must, of course, reflect your actual working rules.

The agent then revises the passage and sample note. In the fictional case, it now reads: “The customer would like the visit moved to Thursday afternoon. A replacement appointment has not been confirmed. Dispatch will check whether it is possible and determine the next response.” The feedback has a specific location, a business reason and a visible expected outcome. On review, you can establish whether that particular ambiguity has been removed.

A second finding might be that new employees do not know where to find the case reference. The guide must then explain the approved location or point to the relevant internal help. The agent should not invent a sequence of screens. If the sources lack the information, a focused question to the process owner is useful. Independent sections can continue in the meantime, provided they do not rely on the same unresolved assumption.

Distinguish progress, an open decision and completion

During implementation, you do not need a continuous account of every individual action. A useful update says which result exists, which important uncertainty remains and what can be reviewed next. “The normal case is written; the sources disagree about responsibility when the customer reference is missing” gives you a concrete decision to make. “I am continuing work on the project” says much less about the actual state of the deliverable.

Make sure unresolved issues do not disappear into the main text. In the example, the guide must not assign a person to an unidentifiable appointment simply because that choice sounds plausible. Present the actual question separately: who clarifies an appointment that cannot reliably be linked to an enquiry? The responsible person answers it. Then record the source or project decision so that later revisions use the same basis, rather than reopening the same uncertainty without noticing.

The webRichtung workspace module page describes sessions with a live terminal, direction through agent input, work in available environments and finished files for download. Use that visibility to assess meaningful intermediate results and provide concrete feedback. The brief and review process in this article are a method for your project. They do not imply automatic expert review, a particular file integration or access without a request.

Bring the actual files into everyday use

Final review starts with the result your team will use. Open the editable file and reading version in the intended applications. Check that headings, references and sample handovers make sense. A success message in the session does not replace this inspection. If the PDF cuts off important lines or a reference points to a location known only to the agent, the delivery is not yet ready for practical use.

Then run the agreed practical test. Give the colleague the fictional normal case and ask them to prepare the handover using the guide. Next, they handle the case without a clear customer reference and the case without a confirmed replacement appointment. Compare their outputs with the expectations confirmed by the process owner. If they get stuck at the same point as before, improve that explanation. The test checks the intended benefit, rather than merely confirming that every heading is present.

Adoption also needs clear responsibility for future changes. Establish where the final version lives, who maintains it and which older guide it replaces. Otherwise, a good new document can coexist with a second apparently valid version of the rules. Keep the editable source alongside the version intended for use. A version date and named owner help the team update the correct file when the process changes later.

Begin with a project whose usefulness you can judge

Assess the first project against your own effort. What preparation was needed, how much expert review was required and can the result now actually be used? If you want to calculate time saved, include questions and rework. File length and the number of session actions reveal little about whether the project helped the business. What matters is whether an action that was previously difficult can now be performed more reliably.

Select the next project using that experience. If the guide works, an adjacent process with clear rules may be suitable. If the exercise reveals that responsibilities are fundamentally unresolved, make that business decision first. More documents would only multiply the uncertainty. This keeps work with agents connected to the operational purpose rather than producing ever larger collections of material that nobody can confidently apply.

Workspace is available on request. For an initial enquiry, describe the result you want created, the sources available and the person who can review its accuracy. On the module page, you can explore the use case and request suitable access. A bounded brief like the example makes that request concrete and subsequently helps you guide implementation all the way to a usable result.

Request workspace access and describe your first clearly defined project.