Drop in the file you dread. Get back an app that does the chore.
Automate repetitive CSV reconciliations, invoice matching, and cross-tool chores exactly the way you do them today—with a mandatory human review step before a single row writes to your books.
Install the frogbot skill from github.com/frogbotai/frogbot and build an app that reconciles my bank CSV, flags exceptions, and waits for my approval.Human-in-the-Loop By Design
AI fills the columns. You approve the books.
See how an operator chore runs from messy file to verified ledger entry:
Zapier bills you per row. Power Automate charges $150/mo to log out.
Visual step-builders explode from $30 to $598/month the moment you loop over a 500-row spreadsheet, and Claude Cowork stops the second you close your laptop. FrogBot runs unlimited rows on a 24/7 schedule for one flat $29/mo price.
Loop over 50,000 rows.
Never pay per Zapier task, Make operation, or AI node execution.
Unattended 24/7 schedule.
Kills Microsoft’s $150/mo Power Automate unattended bot license.
Reaches desktop Sage & SQL.
Outbound-only connector bridges Windows accounting apps with zero open firewall ports.
“Added OpenAI nodes to 3 workflows. My Zapier bill jumped from $30 to $160/month.”
“Claude won’t repeat a process the exact same way twice.” → FrogBot locks rules in deterministic TypeScript.
Chores Automated Today
Built for the spreadsheets and PDFs on your desk.
Explore how finance, legal, recruiting, and ops teams use FrogBot:
Accountants & Bookkeepers
Bank & GL Reconciliation
Ingest bank CSVs, map payees to GL account codes, review flagged variances, and push approved batches to Sage 50, Xero, or QuickBooks.
Deterministic software vs. fragile zaps and chat prompts.
| Operator Requirement | FrogBot + Dojo | Zapier / Make | Power Automate | Claude / ChatGPT Chat |
|---|---|---|---|---|
| 50,000 rows / tasks per month | $29/mo flat | $160–$598/mo | $150/bot/mo unattended | Manual copy-paste |
| Same deterministic rules every run | ✓ Locked in code | Breaks on array loops | Brittle UI selectors | ✕ Different every prompt |
| Mandatory human review table | ✓ Built-in UI | ✕ No staging table | Complex approval add-on | ✕ No shared team queue |
| Runs while your laptop is closed | ✓ Always on | ✓ (Metered per task) | $150/mo unattended license | ✕ Stops when laptop sleeps |
| Connects to desktop Sage / local files | ✓ Local Runner | ✕ Cloud APIs only | Windows VM required | Local session only |
Run locally on your computer for $0 forever, or deploy to Dojo for $29/mo when you want 24/7 schedules and colleague sign-off.
FAQs
Can AI hallucinate and write bad numbers into QuickBooks, Xero, or Sage?
Never. FrogBot places every AI-extracted or categorized row into a staging table with confidence scores. Nothing writes to your accounting system until a human clicks Approve.
Do I get charged more if my spreadsheet has 10,000 rows instead of 100?
No. Unlike Zapier and Make—which charge a task credit for every single row in a loop—Dojo charges $29/month flat for the app regardless of how many rows you process.
How does FrogBot connect to desktop software like Sage 50 or local Excel files?
Through FrogBot’s Local Runner. A lightweight connector on your Windows or Mac machine talks outbound to Dojo, letting your cloud schedule read and write local files or databases without opening firewall ports.
Can my colleague or manager log in to review and approve flagged rows?
Yes, for $0 extra. Invite your whole finance or operations team to the same review table with role-based permissions at $0 per seat.
Do I have to know how to code to set this up?
No. Drop a sample CSV or PDF into Claude Code or Cursor with the FrogBot skill installed, describe your rules in plain English, and it builds the review table and schedule for you.
Automate the chore you dread this week
Run locally for $0 forever—or deploy to Dojo for $29/mo ($14.50 for the first 50 Founding Members).