Customer support template from this community is brilliant. Ticket classification, response generation, team routing - all perfect.
Until customers attach screenshots.
"App crashes on login" + error log PDF
Agent reads text, gives generic troubleshooting. Support rep manually opens log later, finds specific error, updates with actual solution.
First response useless. Customer waits hours for real help. Agent couldn't see attachments - flying blind on 40% of tickets.
THE PATTERN:
Tickets with attachments required two-touch resolution. First response generic. Then manual log review. Then actual solution. Customer frustrated by delay.
Support team frustrated spending time on what should've been immediate resolutions.
I FIXED IT LAST MONTH:
Added attachment processing to support template.
Now when customers include error logs or screenshots, agent reads them BEFORE responding.
THE EXTENSION (3 NEW NODES):
Node 1: Check for attachments
Node 2: Extract text/data from attachments
Node 3: Include in agent context
Takes attachment content and makes it available to agent as structured text. Agent sees: ticket description PLUS attachment contents. Complete context for first response.
TRANSFORMATION EXAMPLE:
Same ticket: "App crashes on login" + error log
Agent now extracts from log: "Authentication token expired at timestamp XYZ. Session ID: abc123. Last successful auth: 2 days ago."
First response: "I see your authentication token expired. This happens when you haven't logged in for 48+ hours. Here's how to refresh it: [specific steps]. Your session will restore immediately."
Customer gets accurate solution with context. No back-and-forth. No waiting.
THE IMPACT:
120 tickets monthly include attachments
Resolution time: 4.2 hours → 1.3 hours
Customer satisfaction: Up 18%
First-touch resolution: 60% → 87%
Support team: Handles more tickets without growing headcount
Biggest win: Team morale improved. No more feeling helpless sending generic responses.
WHAT IT PROCESSES:
Screenshots: Extracts visible error messages
PDF logs: Pulls error codes, timestamps, session data
Images: Reads text via OCR
Documents: Extracts relevant technical details
Stack traces: Identifies exact error lines
The community support template already had perfect routing logic. I just gave it eyes to see attachments.
BUILD TIME: 1 hour
DEPLOYMENT: Works with existing template
VALUE: Massive quality improvement
Simple extension. Dramatic results.
Are your AI agents blind to attachments? This extension takes under an hour.