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36 contributions to AI Automation Society
What Does Good Documentation Look Like for AI Automation Projects?
For those of you with experience building AI automations, what does good documentation look like in practice? I'm particularly interested in what you consider essential to include in the documentation you hand over to clients. - What information should always be included? - Do you follow a specific structure or use a template? - How much technical detail do you include versus keeping it client-friendly? - Do you document things like credentials, API connections, error handling, and maintenance procedures? - Do you include troubleshooting scenarios with clear instructions, such as “if this happens, do that”? Thanks in advance!
Client Discovery Calls - What Questions Do You Ask?
What are the most important questions to ask during a client discovery call? Do you follow a specific structure or agenda to make sure you understand the client's problem, requirements, expectations, and budget before proposing a scope of work? I'd love to hear how you approach these calls and any tips for making them more effective, especially when you're still relatively new to freelancing.
0 likes • 19d
@Othman Tmoulik So when you are talking about what it cost them each week, I guess most clients talk in terms of time, right? What hourly rate do you usually apply to that time to get the yearly cost savings? And do you then just quote the job as 10% of that yearly cost?
0 likes • 15d
@Vedant Heda Makes sense, but I would also expect them to say something like "well, I just find someone else on UpWork, I have about 100 applicants"? :D
AI Automation Project – Client Invoicing and Tax Records
I was contacted by a solo psychotherapist based in Singapore who is interested in an AI automation project to streamline invoicing clients regularly. Currently using QuickBooks, but the process still requires a lot of manual work. The goal is to automate recurring invoicing while keeping everything organized, secure, and accurate for bookkeeping and tax reporting. A few questions I have: - How would you approach a project like this? - What would be the most appropriate trigger for the automation? For example, a scheduled trigger or one based on completed therapy sessions? - Are there any specific tools or best practices you would recommend, particularly when handling sensitive client information and financial records?
1 like • 19d
@Vedant Heda Why invoice on a weekly basis instead of just instantly though? When the session is done, status is changed to "held" and the invoice is sent?
0 likes • 16d
@Vedant Heda When I asked her about booking tool, she just said she books it's directly in Google Calendar, which I didn't quite understand. Seems very manual. Think I have to ask more follow-up questions to get some clear answers.
Do You Explain Your Pricing Calculations in Your Scope of Work?
When creating a Scope of Work and proposal for an automation project, do you include a breakdown of how you arrived at your price? For example, do you state the assumed hourly rate of the employees involved and the estimated time savings per week or year to demonstrate the potential ROI? I would prefer to avoid going back and forth with clients on calls discussing the numbers, so I'm wondering whether it makes sense to document the assumptions and calculations directly in the Scope of Work and simply refer clients to it if questions arise. How do you handle this in your own projects?
1 like • 17d
@Howard Lothrop You are completely right. I just totally missed the part on the client call asking for how much time they spent a week on the manual proces and their hourly cost. So now I need to go back and ask for this information. But what if the savings are small but the project still is quite complex to build? How do you then land on an accurate estimate?
1 like • 16d
@Howard Lothrop I appreciate your feedback! I'm sure there will be plenty of these situations where it's best to just walk away if it's a small savings but complex project. But I really need some some clients to get started, so I am also wondering if I should do it anyway. Not for the money, but for the profile review and JSS on upwork.
Can a Client Leave a Bad Review if an Upwork Contract Is Cancelled?
Let's say I accept a contract on Upwork but, for whatever reason, I'm unable to deliver what was promised. I would, of course, be willing to offer the client a full refund. My question is: Can the client still leave a public negative review on my profile if either the client or I cancel the contract? This is one of the things making me hesitate before taking on my first job. I want to protect my profile and avoid a bad start, especially when I don't have any reviews yet. At the same time, I know I need to take a chance, gain experience, and start building my reputation. For those of you with experience on Upwork, how do you approach this risk with your first client or any client in general? Any advice would be appreciated!
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Simon Knudsen
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@simon-knudsen-8750
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Active 15d ago
Joined Sep 18, 2026
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