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Auto-triage billing complaints and critical bugs for fintech products

Turn raw support messages into structured tickets with severity, title, summary, tags, sentiment and confidence. Integrates with email, Fernand, or API and routes urgent items to Slack/Discord or GitHub/Linear in under 30 seconds.

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Who it is for

Built for fintech products

  • Automatically converts billing complaints into structured tickets with severity and confidence so finance and ops can prioritize refunds and disputes quickly.
  • Detects and flags critical bugs with AI fields (type, title, summary, tags, sentiment) and creates GitHub/Linear issues for engineering handoff.
  • Connects to existing support channels (email, Fernand, manual API) and pushes alerts to Slack or Discord to meet tight fintech SLAs.
  • Processes incoming messages in under 30 seconds so time-sensitive billing and outage issues are routed without manual delay.

Who it is not for

When TriageFast is not the right fit

  • If you need a full customer support inbox and agent workspace (reply composer, SLA dashboards, ticket lifecycle UI) rather than a headless triage API.
  • If your compliance or deployment model requires on‑premise-only processing and we cannot meet your specific hosting or audit requirements.

Typical workflow

A typical week for fintech products using TriageFast

Customer emails about disputed charges arrive and are auto-triaged into tickets with severity, title and tags. Critical billing issues trigger Slack alerts and create GitHub issues for engineers. Weekly digests and pattern detection (Expert) surface chargeback trends for ops to review.

Pricing context

Start for free with 100 triages/month (no card required) to pilot on real support traffic, then scale with predictable Pro and Expert plans or pay-as-you-go at $0.02/triage for bursty months. Pricing matches fintech usage patterns: low-cost predictable tiers plus an on-demand option for spikes.

Before

  • Billing complaints pile up in shared inboxes and miss SLA-driven escalation.
  • Engineers receive bug reports without severity, reproducible summary, or tags, slowing fixes.
  • Manual triage delays refunds and increases time exposed to chargebacks.

After

  • Automatic triage provides severity, title, summary and confidence so urgent billing issues are escalated immediately.
  • Critical bugs become actionable GitHub/Linear issues with tags and a concise summary for faster engineering response.
  • Faster routing to support and engineering cuts time-to-resolution for disputes and lowers operational burden.

FAQ

How accurate is the AI for billing complaint triage?

TriageFast returns structured AI fields (type, severity, title, summary, tags, sentiment, confidence) so you can review confidence scores before routing.

How long does setup and integration take?

Connect email, Fernand, or our manual API in minutes and start receiving triaged tickets in under 30 seconds per message.

Can I try it before committing to a plan?

Yes — 100 free triages/month with no card required, plus pay-as-you-go at $0.02/triage and a $10 minimum for bursts.

How does TriageFast compare to full helpdesk platforms?

TriageFast focuses on headless, automated triage into your workflows rather than replacing a full agent inbox or customer-facing ticket UI.

Related pages

Start auto-triaging billing complaints and critical bugs — 100 free triages/month

Start on the free tier, wire one input channel and one output channel, and see the system operate on your real feedback.

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