Cases

What we've actually built

No mockups. Each of these runs daily for a real client — here's the problem it replaced, how it was built and what changed afterwards.

Automated invoice tracking table with vendor, date, amount and job columns
Construction · Remodeling crew, 6 people

Every receipt filed the second it hits the chat

The problem: Receipts lived in five different pockets and truck dashboards. Reconciling a single job took the owner an evening, and roughly one in ten receipts was simply lost.

What we built: A Telegram bot inside the existing crew chat reads every photo, extracts vendor, date, total, tax and category, then writes a row into Google Sheets tagged with the job address.

  • Receipt gets filed in under 10 seconds
  • Lost receipts dropped to near zero
  • Owner saves 6–8 hours a week on paperwork
Spend report split into materials, tools, fuel and permits with tax totals
Construction / Accounting · General contractor

Tax-ready categories without an accountant chasing you

The problem: At year end the accountant sent back a list of 400 questions. Categories were guessed months after the purchase, and tax amounts were never separated.

What we built: Category rules were built around the client's own chart of accounts. The system separates tax, flags anything ambiguous for a one-tap confirmation in chat, and produces a monthly summary per job.

  • Monthly report delivered on the 1st, no chasing
  • Tax separated on every line item
  • Year-end prep went from 3 weeks to 2 days
Recruiter inbox with applications parsed into a structured candidate table
Recruiting · Staffing agency

Inbound applications sorted before you open your inbox

The problem: A recruiter spent the first two hours of every day copying names, phone numbers and experience out of email attachments into a spreadsheet.

What we built: An email-triggered pipeline reads each message and attachment, normalizes the data, deduplicates repeat applicants, and posts a daily shortlist digest.

  • 2 hours a day of manual entry removed
  • Duplicate applicants caught automatically
  • Every candidate reachable from one table
Monthly family expense breakdown chart by category
Personal finance · Private client

Household spend tracked from voice notes

The problem: Budgeting apps were abandoned within a week because entering each purchase by hand never became a habit.

What we built: Voice and text messages in a private chat are transcribed, categorized and stored. A monthly summary arrives automatically with category totals and trends.

  • No app to open — just a message
  • Works in Ukrainian, Polish and English
  • Monthly summary sent automatically

Which of these looks like your week?

Tell us the task that eats the most time and we'll say plainly whether it's worth automating.

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