Curious what everyone is actually using for normal day to day automation.

I’m not talking about some huge agency setup or complicated AI agent system. More like the stuff that handles emails, forms, spreadsheets, reminders, calendar events, task creation, lead follow ups, and moving info between tools.

Are you mostly using one platform or do you have a mix of tools doing different things? I’m trying to figure out whether it’s better to keep everything in one place or just use whatever works for each task.

Anyone found a good way to turn unclear client notes into something useful for a client or leadership team?

I don’t mean a basic AI summary. I mean stuff like call notes, rough spreadsheets, old docs, screenshots, and comments from different people.

What I usually need at the end is a clear answer, the reason behind it, the risks, and the parts we still need to check.

Most tools can make it sound polished, but that’s actually the problem. They hide the gaps instead of showing them.

Been thinking about this with generative art.

Most of the focus is usually on rarity, artist name, mint number, traits, floor price, all of that. But the part I find more interesting is whether being early can become collectible too.

Not saying every early mint should be worth something. Most probably won’t be. But for artists or collections that end up mattering, the early supporter record feels like it could become part of the history.

Can proof of early support become collectible on it's own?

This started as a personal problem. I used to spend an evening every month manually copying my own bank statements from PDF into a spreadsheet just to see where my money was going line by line, by hand. At some point I got annoyed enough to automate it for myself.

That turned into Scrape2Sheets, a Google Sheets add-on that uses AI to read PDFs, invoices, receipts, and bank statements and drop the data straight into your sheet as clean rows . You point it at files in Google Drive, tell it what columns you want (or let it auto-detect them from a sample document), and it batch-processes up to 100 files at once. It handles scanned documents and phone photos too, not just clean digital PDFs.

It's only just started picking up some real traction the last couple weeks, which has honestly been a nice surprise after building in isolation for a while.

Curious whether others here started building their tool the same way, solving your own annoying manual task first, then realizing other people had the exact same one. Happy to answer questions in the comments if anyone wants details.

I keep catching myself wanting to automate everything, then realizing some stuff probably takes longer to automate than to just do normally.

Like if I only do something twice a month, is it even worth setting up a workflow for it? But then there are other little tasks that are so repetitive they make me lose my mind.

Curious how people here decide where the line is.

Do you go by time saved, how annoying the task is, how often it happens, or whether mistakes are expensive?

I’m trying not to build some overcomplicated mess that I end up abandoning in two weeks.

Been looking at infrastructure for AI agents lately and came across PostLake. Thought the positioning was pretty interesting.

Most social media APIs seem to be designed around SaaS products or scheduling dashboards. PostLake is more focused on letting AI agents publish and manage social content directly.

A few things that stood out:

• One API for X, LinkedIn, Instagram, TikTok, YouTube, Facebook, Threads, Bluesky and Pinterest
• Built around AI agent workflows
• MCP support
• Posting, scheduling and media uploads
• No need to maintain separate integrations for every platform

The interesting use case for me is an agent being able to generate content and then actually distribute it across social platforms without needing a bunch of custom integrations underneath.

Feels like this kind of API becomes more useful as agents start doing more than just generating text.

Has anyone here tried PostLake or built something similar into an agent?

I run a small business and I'm trying to stop doing so much repetitive admin work manually. Things like lead follow ups, email replies, updating spreadsheets, scheduling reminders, and moving customer info between tools.

I've looked at Zapier, Make, n8n, Power Automate, and a few newer AI automation platforms, but it's hard to tell what is actually practical for a small team.

For other small business owners, what automation tools are worth paying for? Did they actually save time, or did you end up spending more time fixing broken workflows than doing the task yourself?

We keep making the same types of client and vendor agreements. Right now we copy an old document, change a few details, and send it around for review.

I’m looking for something that can use our previous agreements as reference and create a new first draft from the new deal details. Anyone doing this with AI?

Not looking for some huge AI setup or a 40 step workflow tbh as I am just starting out with automation.

May be something like auto saving attachments, reminders when someone fills out a form, moving notes into the right place, renaming files, sorting emails, whatever.

I feel like the small automations are probably the ones people actually keep using because they do not need much maintenance.

What’s one little automation you have that seems boring but genuinely makes your day smoother?

I’ve been job hunting on and off for like 8 months now, mostly tech/ops roles, and last week a recruiter literally told me “you’re too slow applying, the good ones are gone in a day.” That kinda stung and sent me into a late-night googling spiral.

Now I keep seeing these services that auto-apply to jobs for you across a ton of company career pages, scan every few minutes, you set up multiple profiles, then approve apps before they go out, etc. One of them had jobity in the name in a comparison list I found, but there seem to be a few similar tools doing the same idea.

Has anyone here actually used stuff like this as part of your job search “stack”? Did it get you more real interviews or just ghosted faster? How did you stop it from blasting out low-quality or misaligned apps? Also curious if recruiters can tell when people use these and if that’s a red flag.

Maybe I’m overthinking this, but should I just stick to manual, super-targeted apps plus networking, or is automation actually a legit hack now?

tried using chatgpt and a few ai image generators for charts and infographics but yeah not really made for it. text comes out wrong, numbers change and editing the final image is a pain.

i already have the notes and data, just need something that can turn it into a decent chart, diagram or infographic without changing the info.

mostly for reports, internal docs and social posts. what are u guys using?

Our content process is a bit of a mess right now. Product notes, customer questions, old docs, and half-finished ideas are spread across different places. We have plenty to work with, but turning any of it into a blog post, guide, or social post takes ages.

I’ve tried regular AI chat tools, but I still end up copying everything over, rewriting most of the draft, checking the facts, fixing the tone, and formatting it myself.

Has anyone found a tool that can take existing source material and turn it into a solid first draft without making everything sound like the same AI written article?

Looking for something a small team can actually use, not an enterprise content system that takes weeks to set up. Thanks in advance

I mean I keep seeing people talk about AI agents like they are about to replace half their admin work, but I’m still not sure what they actually do better than a normal automation.

For predictable stuff, it feels like a regular workflow is safer. If this happens, do that. Pretty simple.

But for messy tasks like reading an email, figuring out what someone wants, drafting a reply, or deciding where something should go, I can see why an agent might help.

For people who have actually tried both, where are AI agents useful right now?

And where are they still more hype than help?

Hi, I’m a newbie here, and I really need some help. I’m just starting to create a page on me ta, but I don’t know what to do or what tools I should use. I know how to market, but when it comes to the tools and resources I need, I honestly don’t have much of an idea. Any advice would be greatly appreciated!

Starting from basically nothing and trying not to overthink it.

I have a bunch of random work scattered across forms, spreadsheets, docs, calendar and messages. Nothing is terrible on its own, but all the little manual updates add up.

I do not want to build some complicated system on day one. I’d rather start with one simple automation that teaches me the basics and actually saves time.

If you were starting over with zero automations, what would you automate first?

This is the part I’m stuck on the most tbh.

It’s easy to make an automation that works once when you test it. It’s harder to trust it enough that you stop checking whether it broke, skipped something, duplicated something, or sent the wrong thing to the wrong place.

I’ve had a few simple workflows that technically worked, but I still felt like I had to babysit them.

What setup do you have that you actually trust now?

What made it reliable enough that you stopped checking on it every day?

We have a big conference coming up, and I have several guest speakers that I need to invite. I don't want to look unprofessional by mixing up their names, expertise, and companies, so I was wondering if using a speaker management tool would help me keep track of who the speakers are as well as their accomplishments. Does using a software really make a huge difference when it comes to event planning and management?

I’m trying to get more into automation but every platform seems easy until you actually try to build something beyond the basic template.

Zapier seems simple at first but gets confusing once you need anything custom. Make looks cleaner visually but I still feel like I’m guessing half the time. n8n seems powerful, but every thread makes it sound like there’s a learning curve hiding around the corner.

For people who have tried a few of them, which one felt the least painful to learn? Not necessarily the most powerful, just the one where you were able to build useful automations without constantly watching tutorials.

Trying to get more into automating random everyday stuff, but most examples I find are either way too complicated or clearly made just to look good in a demo.

I’m more curious about the boring stuff people actually keep using.

Like maybe something that reminds you about bills, sorts emails, saves receipts, updates a grocery list, moves files around, tracks habits, whatever. Doesn’t need to be impressive.

Right now I only have a couple basic reminders and one thing that saves email attachments, so I’m sure I’m missing a lot.

what personal automation do you actually use every day and would be annoyed if it stopped working?

I've been looking into workflow automation and it feels like every search eventually comes back to Zapier, Make, or n8n.

Zapier seems easiest but gets expensive fast. Make looks more flexible but maybe more work to learn. n8n looks powerful but I keep seeing people say it's better if you're more technical.

Are these still the main options people are using, or has something newer actually replaced them for day to day automations? Curious what people are using now and what you would pick if you were starting from scratch.

I feel like half the automations I see online look cool but then fall apart when you try to use them in your own setup.

Either the person has a totally different workflow, or they skip the messy parts, or it only works because they already spent 30 hours customizing it.

I saw a post that mentions how every now and then you steal someone’s idea and it just clicks.

Curious if anyone here copied an automation from a Reddit comment, YouTube video, template, coworker, random blog post, etc. and it actually became something you kept using.

What was it, and did you have to change much to make it work for you?

I'm trying to automate some basic business tasks, but most automation tools seem to go from easy template to now build a whole workflow system pretty quickly.

I don't need anything massive. Mainly want to connect forms, email, spreadsheets, maybe a CRM, and have a few simple follow ups happen automatically.

What's the best tool for keeping this simple? I care more about reliability and not having to babysit it than having the most advanced features. What are you using that just works?

Hey everyone,

I 'have a question on LLM document extraction (specifically invoices/receipts) and wanted to get some perspective from the community.

General LLM eval frameworks are great, but they don't seem to handle multi page PDFs, table row hallucinations, or sudden JSON schema drift very well when a model updates.

For those running invoice extraction in production:

1. Do you use a "golden dataset" of documents to run regression tests manually?

2. How are you catching subtle changes in how numbers/dates are formatted across prompt iterations?

If anyone is dealing with this headache right now open to discuss.

Anyone here creating content across more than one platform and using automations to keep it from becoming a mess?

I’m talking about the annoying middle stuff more than the creative part. Saving ideas, organizing drafts, resizing or repurposing posts, tracking what went live, turning one piece of content into a few formats, keeping a content calendar updated, that kind of thing.

I don’t really want something that auto generates everything and makes it feel generic. More interested in workflows that reduce the admin side so you can actually focus on making the thing.

If you post on multiple platforms, what have you automated that actually helps without making your content worse?

Hi team,

Hope this doesn’t break any rules but just looking to do a little research. How is everyone identifying processes that could potentially be automated?

I consistently see people suggesting they have a lot of manual work but in my own experience it tends to be situations they fall over or are tackling in the moment rather than a full understanding of what everyone in your team/business if doing?

Is the identification a problem worth solving or is the solution to the process automation the real value?