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Safe Recovery in AI Workflows | Product Walkthrough āļø
Built a product walkthrough demonstrating how an AI assistant handles failures across connected operational systems.
š¦ A coordinator approves a split shipment. The warehouse reserves the stock, but the carrier pickup request times out.
Instead of creating another pickup, the workflow:
ā
Checks whether the original request succeeded
ā
Recovers the existing pickup
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Completes the order update
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Keeps the user informed throughout
The focus: Building reliable operational workflows with intuitive interfaces that make progress, failures and recovery visible.
Because automation should reduce operational uncertainty, not create more of it.
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Proto is building an IDE specifically for product designers, bringing design and AI workflows closer together. š©š»āš»
Simulithic uses AI agents to test your app across devices, browsers, and account types, automating test creation and maintenance. š¤³š¼
Composal uses swarms of AI agents to explore product flows and edge cases, finding what breaks before release. šµš»āāļø
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The edge case testing sounds promising.
From Manual Follow-Up Chasing to an Agent-Run Follow-Up Queue
Before / After: follow-ups, from manual chasing to an agent-run queue
Before: every follow-up lived in someone's memory. The founder checked the inbox, guessed who was waiting, and sent reminders by hand. Leads went quiet not because they said no, but because nobody followed up in time.
After: an agent now runs the follow-up queue. Each lead has a next step and a due date, drafts wait for review, and every reply is logged with its source. The founder reviews the queue once, approves, and moves on.
What changed was not the tool. It was the handoff: one clear owner for each step, a runbook anyone can follow, and a log anyone can audit.
If follow-ups are the bottleneck, fix the handoff first ā then automate it.
"Fix the handoff first" is the part most teams skip. I see the same thing in email automation: a flow nobody owns keeps firing to the wrong segment for months because no one is checking the log. When the founder is away, who approves the drafts waiting in the queue?
Automate your task and lead management with this smart n8n workflow that connects Google Sheets and Gmail. Every time a new row is added to your Google Sheet, the workflow starts automatically, checks the data with a smart condition, and sends the right email to the right person at the right time.
What problems it solves for clients and companies:
No more manual checking of spreadsheets for new entries
No more forgotten follow-ups, reminders, or missed deadlines
Priority-based routing: Medium, Low, Lowest, Next Week, Next Month, and other categories each get their own custom email
Instant notifications to team members, clients, or customers without any human effort
Saves hours of repetitive work every week and reduces human errors
Keeps communication consistent, professional, and on time
Easy to scale: add more rules, more emails, or more sheets whenever your business grows
How it works:
A new row is added to Google Sheets
The workflow checks the condition (If node)
The Switch node sorts the entry by priority or timeline
The matching Gmail message is sent automatically
Perfect for sales teams, support teams, agencies, HR, project managers, and small businesses who want to automate email follow-ups and task alerts without writing any code. Fully customizable: I can adapt it to your sheet columns, email templates, and business rules.
N8NautomationworkflowautomationEmail AutomationGmailGoogle SheetsAI AutomationBusiness Workflow Automation
