Production-ready AI issue middleware

Bridge support escalations to Jira & GitHub with AI.

TriageWire intercepts chaotic customer tickets from Salesforce and Zendesk, extracts reproduction steps and priority via LLMs, and files verified engineering backlog items in under three seconds.

< 35ms
Webhook ingest ACK
100%
Strict JSON schema
Zero-drop
Dead-letter queue (DLQ)
AES-256-GCM
At-rest token security
Works with SalesforceZendeskJiraGitHubSlack

Data transformation

Unstructured chatter into verified code tickets

INBOUND WEBHOOK · Salesforce / ZendeskHMAC-SHA256 verified
{
  "event": "case_escalation",
  "account_tier": "Enterprise",
  "customer_comment": "Help! Our SSO via Okta broke after
  today's release. 200 users locked out with 500 callback
  error at /api/v1/auth/callback. Urgently resolve this!"
}
DISPATCH PAYLOAD · Jira / GitHub RESTAI schema enforced
{
  "issue_type": "Bug",
  "priority": "P0",
  "summary": "SSO Okta SAML callback HTTP 500 failure",
  "reproduction_steps": [
    "Navigate to customer login portal",
    "Initiate Okta SSO SAML redirection",
    "POST /api/v1/auth/callback yields 500 error"
  ],
  "labels": ["Auth", "SAML", "Enterprise-Impact"]
}

Reliable execution

Engineered for zero downtime and high concurrency

01 Ingestion

Cryptographic gate

Raw-byte HMAC signature validation rejects malformed requests before pushing payloads to BullMQ queues within 35ms.

02 AI structuring

Schema-enforced LLM

Model inference parsed through Zod guarantees clean bug titles, steps to reproduce, and accurate P0–P3 severities.

03 Resilient dispatch

DLQ & proactive OAuth

Redlock distributed locks proactively refresh OAuth tokens. Downstream API timeouts park safely in the DLQ for one-click manual replay.

Built for production

Everything between the ticket and the backlog

Signed webhooks

Every inbound event is verified with HMAC-SHA256 on the raw body before it touches a queue.

Strict JSON schema

LLM output is validated against a typed schema, so downstream APIs never see malformed fields.

Dead-letter replay

Failed dispatches are parked, inspected and replayed with one click. Nothing is silently dropped.

Proactive OAuth refresh

Tokens are refreshed ahead of expiry under a distributed lock, so dispatch never stalls on auth.

PII redaction

Custom redaction rules strip sensitive fields before anything reaches an engineering tool.

Tenant isolation

Per-tenant queues and encrypted credentials keep one customer's traffic from affecting another's.

Transparent pricing

Usage-based tiers. No per-seat tax.

Plans from $49/month. Connect unlimited agents and engineers.

View pricing

Stop losing engineering hours to manual bug intake.

Set up the invisible middleware bridge between your CRM and backlog in less than 15 minutes.

Talk with our engineering team