Need web data to grow your business? 📈
I build reliable web scrapers for any website.
You get:
✅ Clean data (Excel, CSV, JSON)
✅ Stable automation
✅ Custom Telegram bots
Fast & high quality. DM me your website.
#WebScraping#DataScraping#WebAutomation#TelegramBot
What I tested:
— Google auth + 2 accounts
— 9 AI services
— multi-AI prompts
— AI chains
— session persistence
— network loss, long prompts, double-clicks, refresh & restart
Delivered Expected vs Actual, severity & screenshot evidence.
Available for manual QA.
Just wrapped a paid QA project for an AI desktop app.
51 scenarios → 3 real bugs (2 High, 1 Medium) + 8 UX findings.
Delivered a structured report with repro steps & evidence.
Client approved it, paid, and left a 5.0 review.
Good QA ≠ random clicking. It’s breaking assumptions
Hot take: most small businesses don’t need an AI agent.
They need one boring workflow that works every time:
lead → CRM → follow-up
order → sheet → report
price change → alert
Automate the handoff first. Add AI only where judgment is actually needed.
RIP DeepSeek V4 Flash Free on @opencode 🫡
It vanished from Zen’s free model list today. I checked the dashboard: regular V4 Flash is still in Go, but the free version is gone.
Permanent removal or temporary issue?
What are you replacing it with?
How many tabs do you open just to check if something changed?
Competitor price.
Marketplace listing.
Stock.
New lead.
If someone keeps refreshing the same pages, that isn’t really research anymore.
It’s a monitoring task waiting to be automated.
Potential clients visit your profile but still have to DM just to understand what you actually do?
That’s friction.
A simple one-page site can show your offer, examples, who it’s for, and how to hire you.
You don’t always need a big website. Sometimes one clear page is enough.
Before automating a task, track it for one week.
How often do you do it?
How long does it take?
What do you copy between tools?
What happens when it gets delayed?
The best automation opportunities are usually already hiding in your calendar.
Before automating a task, track it for one week.
How often do you do it?
How long does it take?
What do you copy between tools?
What happens when it gets delayed?
The best automation opportunities are usually already hiding in your calendar.
Small business owners: what’s the task you still do manually because “it only takes 10 minutes”?
That’s how repetitive work survives for years.
Same export. Same copy-paste. Same update.
What’s yours?
Small business owners: which task would you delete from your week tomorrow?
Copying data between tools
Chasing leads
Updating prices/inventory
Rebuilding reports
Reply 1–4. I’ll tell you the simplest way I’d automate it.
Small business owners: what’s the most ridiculous task you still do manually in 2026?
Copying leads into a CRM?
Updating prices or inventory?
Building the same report every week?
Chasing follow-ups?
What still wastes the most time?
I thought finding Telegram communities for a client would mostly be a scraping problem.
It wasn’t.
335 candidates looked relevant. Only 51 made the final list.
Scraping was easy. Defining “usable” was the real work.
Collecting data is easy. Delivering usable data is harder.
A simple automation win: a report nobody enjoys making.
If someone spends every Friday copying data from a website, CRM and spreadsheet into the same summary, that process is ready to automate.
Automate the repeatable. Review the exceptions.
The most expensive manual work is often invisible:
copying leads into a CRM, updating spreadsheets, checking listings, rebuilding the same report.
None of it is hard. Together, it eats hours.
I automate the repetitive part and leave exceptions for human review.
I built a Python workflow that checked 335 Telegram candidates and delivered 51 verified writable SPB real-estate chats.
It filtered channels, dead links, duplicates and irrelevant groups, then exported a clean Excel-ready list.
Not scraping. Usable data.
A simple sign a process is ready for automation:
You copy the same data between the same places every week.
Website → spreadsheet
Email → CRM
Marketplace → report
Form → Telegram
Predictable steps usually shouldn’t stay manual.
Most small businesses don’t need a bigger AI stack.
They need one annoying task to disappear.
A good automation should collect data, update a sheet, send an alert, or prepare a report—reliably.
DM me the task your team still does manually.
@casseroleboy That’s feasible as a monitoring bot. I’d avoid fully automatic replies, though.
It could track new Pitchfork reviews, extract the public score, and prepare a reply for approval before posting. That keeps it useful without creating account risk.
@RavnThers The missing layer is usually a decision log, not another prompt.
Store the input, decision, rationale, confidence and resulting action together. That makes audits, retries and human review much safer.
@raixdaily Keep the conversation, but stop following up indefinitely.
I’d use a short follow-up sequence, record why the order stalled, then mark the lead inactive. Delete the data only when your retention policy requires it or the customer asks.