Start AI automation with one recurring workflow that takes manual effort and produces a result someone can check. Moving an enquiry from an inbox into a customer record and preparing a reply can be a useful first step. You do not need to rebuild the whole business to try it.
I am Viktor Hermann, founder of Appiq Solutions. I develop software and AI workflows for businesses. Before choosing a tool, I want to understand one task: what should become easier?
Choose a manageable first workflow
Pick something you do several times a week. Write down what comes in, which information is needed and what should come out. Examples include routing enquiries, entering details into a CRM, finding documents for a case or preparing a response.
A useful first workflow has an owner, a manageable data source and a result you can verify. If the rules are unclear today, AI will not automatically clarify them. Start by agreeing on the template or responsibility.
Do you need an AI agent?
If every invoice from one mailbox always belongs in the same folder, a fixed rule may be enough. AI becomes useful when input is phrased differently each time but still needs to be understood or summarised.
An agent can connect several steps: read a message, find relevant details and create a draft. Decide in advance which systems it may use. A small workflow does not require access to everything. The page on AI agents for businesses explains the distinction.
Keep people in control
For a first pilot, I would prepare replies and quotes as drafts. A person checks the recipient, content and prices before sending. Missing details should be marked rather than replaced with plausible guesses.
Agree on failure behaviour too. An unavailable CRM should leave a visibly open task. A duplicate email should not silently create two quotes. These cases belong in acceptance checks before everyday use.
Measure the whole task
Measure the same workflow before and after the trial: time to a usable draft, corrections required or enquiries left waiting. Include review time and fixing errors. A quick draft is of little value if checking it takes longer than writing the original.
Test ordinary cases and exceptions with data approved for that purpose. After a limited trial, decide whether the workflow belongs in everyday use, needs changes or is not worth continuing. A specific time saving cannot be promised beforehand.
What should you prepare?
A short description of the workflow and the programs involved is enough for the first call. You do not need to send credentials or customer documents. A rough frequency and the step requiring most manual work are helpful.
I check available integrations before proposing how to build. A missing interface or unclear data source can matter more than the model choice. The guide to AI agent costs explains the main cost factors.
Discuss your first workflow
Appiq Solutions is based in Oerlinghausen near Bielefeld, Germany. I work with businesses in OWL and remotely across Germany. For inbox and quoting tasks, see email and quote automation.
In the free 15-minute first call, you describe where work gets stuck. We clarify a useful first step and scope before you commission anything.
What would you like to make easier?
Describe your workflow in a free 15-minute call. We clarify a useful first step before you commission anything.
