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Stop manual triage for your API product team

TriageFast turns raw support messages into structured tickets automatically for developer-facing API products. It maps incoming reports to AI fields and routes them into your workflows in under 30 seconds.

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Who it is for

Built for API product teams

  • Teams getting technical bug reports from emails, Discord or Slack that need consistent, developer-friendly tickets (type, severity, title, summary, tags, sentiment, confidence).
  • Products where triage speed matters—TriageFast processes messages in under 30 seconds so engineers get actionable issues fast.
  • Teams that push work to GitHub Issues, Linear, Notion or custom webhooks and need headless automation instead of a full helpdesk UI.
  • Small-to-mid API product teams that want predictable tiers or pay-as-you-go for bursty support volumes.

Who it is not for

When TriageFast is not the right fit

  • Teams that need a full customer support UI with threaded conversations and agent tooling rather than a headless triage API.
  • Non-technical consumer support teams that require manual, human-reviewed triage for every message before any ticket is created.

Typical workflow

A typical week for API product teams using TriageFast

Incoming bug reports arrive via email, Fernand or API and hit TriageFast. In under 30 seconds each message returns structured fields and a confidence score and is routed to GitHub Issues, Linear, Notion or your webhook. Slack or Discord workflows are notified when needed so engineers can act immediately.

Pricing context

API product teams often have bursty, unpredictable report volumes; the mix of a free tier, fixed monthly plans, and pay-as-you-go lets you optimize for steady usage or spikes. Free 100 triages/month, Pro $19/month (500 triages), Expert $49/month (unlimited + pattern detection + weekly digest), or $0.02/triage pay-as-you-go with a $10 minimum.

Before

  • Engineers spending hours manually classifying and titling technical bug reports.
  • Inconsistent severity and type tags across reports from different channels.
  • Lost or duplicated issues when reports come in via email, Discord, or ad-hoc channels.

After

  • Automated triage delivers structured tickets in under 30 seconds so engineers see ready-to-work issues.
  • Consistent AI-generated fields (type, severity, title, summary, tags, sentiment, confidence) for predictable prioritization.
  • Reliable routing to GitHub Issues, Linear, Notion or webhooks and integration with Slack/Discord to prevent loss or duplication.

FAQ

How accurate is the automated triage for technical bug reports?

TriageFast returns structured AI fields plus a confidence score so you can gate or trust results automatically.

How long does integration take with our bug tracker?

Connecting to GitHub, Linear or Notion usually takes minutes via the API, email input, or webhooks.

What if my report volume is unpredictable?

Start free with 100 triages/month, upgrade to Pro or Expert, or use pay-as-you-go at $0.02/triage with a $10 minimum.

How does this compare to a general support tool?

TriageFast is headless and focused on converting raw support messages into structured tickets for API product teams, not a full helpdesk UI.

Related pages

Start automating triage for your API product — try 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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