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Manual workflow calculator

Time spent.
Time saved.

Put one repeated task into perspective.

Illustrative example — replace with your team’s numbers.

After = time still needed with automation.
Potential time freed up15hours / week

90 tasks × 10 minutes saved each

Today 30h
With automation 15h
Codoki · AI starting point

Let’s untangle it.

Tell us who you are, then describe what’s slowing your team down. Our AI will suggest a practical first step and a small prototype Chris & Mo could explore with you.

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A conversation between two colleagues

Give AI a job. And a reviewer.

Define what AI can prepare, what a person must decide, and what happens when the information is not enough.

01

Give it a bounded role

Start with a specific contribution: draft a reply from an approved knowledge base, suggest a category for an incoming request, or summarise a document for a named reader. Describe the expected output and the information it may use. These boundaries make the proposed feature easier to discuss with the team because everyone can see which part of the work remains theirs.

02

Make review a real step

Human review needs more detail than a confirmation button. Decide who checks the output, what they are checking and what must happen before it moves forward. A reviewer may need to confirm names, compare figures with the source or check whether a suggested response fits the customer’s request. Give them time and a clear way to reject or edit it. A nominal approval step is not the same as a considered decision.

Keep drafting separate from sending. And suggesting separate from deciding.
03

Put context beside the output

A polished answer can be difficult to assess without the material behind it. Where practical, show the relevant source text, the original request and any important missing information alongside the draft. Make suggested content visibly different from confirmed records. Help a reviewer check the work without hunting through other systems. If the available information does not support an answer, provide a route for requesting more context instead of pressing ahead.

04

Keep control after approval

If an AI agent can take actions, define those actions separately from the text it produces. Specify which systems it may change, which steps require approval and where it must stop. Record enough activity for a person to understand what happened. Provide a way to pause the workflow and route unresolved work to an owner. Begin with limited permissions, then consider wider responsibility only after reviewing its behaviour in the intended workflow.

Common questions.

Prepared with AI assistance. This article shares general guidance and illustrative workflows, not a substitute for advice specific to your business.

Business thinking. Technical doing.

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