Warp is an AI-powered customer support operations agent. Drop it into your existing pipeline or run it standalone — it watches tickets across 8+ platforms, classifies instantly, routes intelligently, drafts replies, and keeps your support machine disciplined.
$ warp chat
💬 Interactive agent mode - Ask me anything about tickets, classify, route, or draft replies
$ warp classify "Customer can't login to dashboard"
→ access / high / neutral / SLA: 4h
Route: Identity & Account Support
$ warp batch --zendesk status:new
Processing 47 new tickets...
✓ 47 classified, 12 critical, 8 require human review
$ warp search kb "refund policy enterprise"
Found 3 matches in knowledge/policies/
→ Enterprise refunds require approval within 30 days
Ships with integrations for
Full ticket lifecycle
Conversations & notes
Ticket management
Service Cloud cases
Service Hub tickets
Service Management
Shared inbox
Customer support
Team communication
Knowledge base
Need more integrations? Maio Labs can build custom connectors for your stack.
The Real Problem
Warp doesn't replace your support team. It removes the repetitive triage, routing, and drafting work that keeps agents away from the conversations that actually need human judgment.
Tickets sit unclassified in the general queue while agents manually read, categorize, tag, set priority, and route — meanwhile, critical issues age.
Misrouted tickets bounce between L1, L2, billing, and integrations teams. By the time it reaches the right person, the SLA is blown.
Your team has macros, FAQs, and policies in Notion or Markdown, but agents rewrite the same answers manually because search is too slow.
Real Use Cases
Schedule Warp to run every hour. It classifies all new tickets, tags by category/severity, sets SLA timers, and routes to the right queue — so your morning standup starts with organized work.
Connect Warp to your helpdesk webhook. Every new ticket triggers classification + draft reply generation in real-time, delivered back via API for agent review.
Warp searches your local knowledge base (FAQs, policies, macros) and injects relevant snippets into draft replies — agents just review and send.
Automatically flag high-severity + negative sentiment tickets for immediate human review. Prevents critical customer issues from sitting in the queue.
Run Warp across multiple brands or business units. Configure per-brand routing rules, SLA policies, and draft templates from a single deployment.
Detects language (EN/PT, expandable), generates replies in the customer's language, and routes to language-specific teams automatically.
Integration & Extensibility
Warp is designed to fit your operations, not replace them. Run it standalone, plug it into webhooks, call it from CI/CD, or build custom tools on top of the orchestrator.
Call Warp from Zendesk triggers, Zapier workflows, or custom webhooks. POST ticket text, get back JSON with classification, routing, SLA, tags, and draft reply. Fits into any automation stack.
POST /triage
{"text": "..."}
→ {category, severity, draft_reply}
Extend Warp with your own Python tools. Add custom integrations, build domain-specific classifiers, or connect to internal APIs. Orchestrator auto-discovers and routes to new tools.
src/tools/my_crm_tool.py
→ Auto-registered in orchestrator
Run Warp from cron, GitHub Actions, or your deploy pipeline. Batch-process tickets, generate morning reports, or trigger triage on schedule. Exit codes and JSON output make it scriptable.
0 */2 * * * warp batch-triage
# Every 2 hours, classify new tickets
Self-hosted on your infrastructure. Bring your own LLM (Anthropic, OpenAI, local models), helpdesk credentials, and knowledge base. No vendor lock-in, no data leaves your control.
.env: ANTHROPIC_API_KEY, ZENDESK_TOKEN
config.yaml: routing rules, SLA policy
How It Works
Ingest tickets from Zendesk, Intercom, Freshdesk, or via API. Pull metadata, customer history, and conversation threads.
Run rule-based + LLM classification. Extract category (billing, bug, access), severity (critical→low), sentiment, and language.
Map to queue (L1, L2, billing, integrations), set SLA timer, generate draft reply from knowledge base, and flag for human review if needed.
Return dry-run preview for review, or execute mutations with --execute flag. Update tickets, post drafts, send Slack alerts, log to analytics.
Results
tests passing with 100% classification accuracy on core categories
end-to-end triage without LLM, rule-based fallback always available
major helpdesk platforms supported out of the box, extensible to any API
open source, auditable, self-hosted — no vendor lock-in, you own the stack