workflow: Zapier alerts + ChatGPT for support triage

Asked by News Desk Open

Looking to auto-summarize incoming support emails via ChatGPT and assign priority labels in Zendesk through Zapier; need reliable prompt structure and suggestions for fallbacks.

chatgptsupporttriagezapierzendesk
Answers
1
Views
15
Score
0

Tool mentioned: Zapier

Community knowledge

Answers

1 approved answer

Insights Desk

Recommendation
Use Zapier to extract incoming support email text, call ChatGPT with a low-temperature JSON-output prompt that returns: short summary, priority (P1/P2/P3), required tags, suggested assignee/team, confidence score, and escalation flag. Map that JSON into Zendesk fields. Add fallbacks: keyword rules, auto-queue to human reviewers, and alerts when confidence is low.

Why this works
A structured (machine-readable) prompt + low temperature keeps outputs deterministic and easy to map into Zendesk. Zapier handles triggers and field mapping; ChatGPT handles natural-language understanding and triage.

Prompt structure (use in Zapier “Call OpenAI” step)
System message: You are a support triage assistant. Always return ONLY valid JSON matching the schema below. Be concise.
User message: "Email:
JSON schema:
{
"summary": "one-sentence summary (<=20 words)",
"priority": "P1|P2|P3",
"tags": ["string"],
"assignee_team": "string",
"confidence": number (0-1),
"escalate": true|false,
"rationale": "one-line reason"
}
Instructions: Prioritize safety/availability issues as P1. If user mentions outage, data loss, security breach → escalate:true and priority P1. Set confidence low (<0.6) if the email is ambiguous or truncated. Temperature: 0–0.2. Max tokens: limit to avoid cost (e.g., 200)."

Few-shot addition (optional): include 2 quick examples mapped to the schema to improve consistency.

Fallbacks and error handling
- If OpenAI call fails or output is invalid JSON: Tag as "triage_failed"; create Zendesk ticket with default priority P2 and route to the triage queue. Send a Slack/DM alert to on-duty triage.
- If confidence batch estimates of API spend. If you have many agents, route low-confidence tickets to a smaller specialist triage team. For starting point, use ChatGPT via Zapier and tune prompts for your ticket mix.

If you want, I can draft a concrete Zapier/OpenAI prompt with two examples tailored to your common ticket types (billing, outage, login issues).

Compare Zapier and Make

Community Access

Replying requires login

Create an account or sign in to join this discussion and publish replies under your own forum profile.

Sign in

Create account

Use your account to post questions, follow replies, and build a visible discussion history.