AI Agents for Business: What to Delegate and Review

Your team receives a sales inquiry. Someone checks the customer's history, finds the relevant service information and prepares a reply. An AI agent can help with those steps, but you need to decide which information it can access and which actions need approval.

To introduce AI agents into your business, start with a narrow task, assign a reviewer and measure the time saved after corrections. This guide uses sales, support and internal search scenarios. They are illustrative examples, not customer results.

Choose between a chatbot, a workflow and an AI agent

A chatbot helps people ask questions in a conversation. In a workflow, you define a sequence: receive a form, validate its fields and create a record. With an agent, you set an objective and let the model choose among authorized tools to complete it.

You can combine these approaches. A support assistant might chat with a customer, search documentation and pass a request to a person. For a form with fixed fields, a rule-based integration may be enough.

Anthropic distinguishes predefined workflows from agents that choose their next steps. Use that distinction to decide whether the task needs flexible decisions or a known sequence.

If you are evaluating connections between your applications, read our introduction to n8n.

Define three permission levels before connecting systems

Separate permissions according to the effect of each operation:

Illustrative permission framework. Decide who approves pricing, messages and sensitive changes.

OWASP describes the risks of excessive functionality, permissions and autonomy. It recommends limiting tools and requiring approval for high-impact actions. Connected systems also need to enforce authorization.

For your pilot, name the people who can access customer records, approve messages and stop the process. Your technical team should enforce permissions in the integrations. Instructions to the model do not replace access controls.

Example 1: prepare a sales reply

Suppose a prospect asks about connecting an online store to an inventory system. Your team needs to understand the problem before proposing a solution.

You could allow an agent to read the inquiry, check the permitted customer history and prepare a summary of the systems involved, missing information and a suggested reply. A sales representative reviews the context and sends the message.

During the pilot, keep approval of pricing, discounts and delivery commitments with the representative. If the prospect mentions an agreement the agent cannot find, hold the reply for review.

Measure: time from receipt to an approved draft, and the share of proposals the representative needs to rewrite. Include review time so you can see the work your team still performs.

This use case makes sense when you receive enough inquiries with varying context. If you only need to assign forms by service, start with routing rules.

Example 2: help support staff find product guidance

A customer asks how to configure a feature. You could let the agent search current product manuals and prepare an answer with links to the sections it used.

The support specialist checks that the explanation matches the customer's product version and that the steps will not put important information at risk. The agent should escalate the request when documentation is incomplete or contradictory.

Illustrative workflow. A team member reviews the reply before sending; requests with missing information go to the team.

For the first trial, separate permission to prepare a reply from permission to operate on the account. Explaining a change and applying it need different controls.

Measure: answers your team approves without substantial edits, resolution time and reopened requests. Include cases where the agent should state that it lacks enough information.

Example 3: search internal information with restricted access

An operations colleague needs to find the returns procedure. You could provide a search assistant that points to the relevant steps and the document version it consulted.

Your team needs to prepare the documentation and assign owners. An agent cannot settle conflicting procedures that the company treats as current.

Apply the permissions of the person making the request. Someone who can read warehouse procedures should not gain access to contracts or other teams' records through the same tool. Test different user roles before extending access.

Measure: answers with correct references, time to find a procedure and cases where the system should deny access or ask for help. Give staff a way to report outdated documents.

Use a short brief to choose your first process

Before commissioning an implementation, complete this brief with your team:

1. Task: describe one operation, such as preparing the first reply to an integration inquiry.
2. Inputs: identify the documents and systems the person doing the work needs.
3. Expected output: provide a good answer and one your team would reject.
4. Actions and permissions: list what the agent can read and draft, and who approves changes.
5. Exceptions: specify when it should stop, whom it should notify and how you resume the work.
6. Measurement: record the current effort and the criteria you will use to evaluate the pilot.

Use the brief to decide whether you need an agent, a rule-based workflow or better documentation first. For other applications, explore five ways to add AI to your startup on a budget.

Test difficult cases before expanding access

We suggest starting with a set of historical inquiries stripped of sensitive details, or with fictional data. Include an incomplete request, conflicting information and an attempt to access another customer's records.

Add a document containing an unrelated instruction, such as a request to forward information to a different recipient. Check that the agent treats this as content and that the integration blocks actions outside its authorized scope.

Record the source consulted, the proposal, the reviewer and the action the system executed. Restrict access to these logs and avoid collecting sensitive details you do not need for evaluation.

Then run a trial with a small user group. Define which incidents require you to stop the pilot, who receives the alert and how you return to the manual process. Expand the scope when you have evidence of quality and your team can handle the review workload.

Include review time in the business case

Estimate the net time saved with this calculation:

Net time saved = baseline manual effort − review time − correction time − additional operating effort.

Compare similar tasks and include model, integration and maintenance costs. If corrections take longer than preparing a response from scratch, narrow the scope or improve the input information before adding capabilities.

For your first implementation, choose a task you can describe, review and stop. Bakslash can help you evaluate a process and design an AI agent with the integrations and permissions your team needs.

Sources and scope

• Anthropic: Building effective agents, for the distinction between predefined workflows and agents.
• OWASP: Excessive Agency, for permissions, authorization and approval of high-impact actions.

We consulted these sources on October 30, 2026. The scenarios, evaluation brief and suggested metrics are editorial recommendations for planning a pilot. They do not represent customer implementations or verified savings.