Free · Atlassian Marketplace · Jira Cloud

AI-powered complaint triage for medical device teams

Stop manually scoring every complaint. SaMD Complaint Risk Assessment runs a structured ISO 14971-aligned risk assessment directly on your Jira ticket — defect classification, probability, severity, and a final risk score — in under a minute.

Free. Requires an Anthropic API key and Jira Cloud.

Works with Jira Cloud · Built on Atlassian Forge · ISO 14971-aligned · Powered by Claude

Every complaint that comes in needs to be triaged. Is it a defect? What's the risk? Does it need a CAPA? For small quality teams, that process is manual, time-consuming, and inconsistent.

Four steps. One panel. No spreadsheets.

1

Defect Classification

Determines whether the issue represents a deviation from a User Need or Product Requirement. NON-DEFECTs are flagged immediately.

2

Probability Assessment

Scores the likelihood that users encounter this defect during normal use, using your configured 1–5 scale.

3

Severity Assessment

Scores the potential harm if the defect occurs — grounded in patient safety and therapeutic impact, not just software severity.

4

Risk Score

Combines probability and severity against your configured 5×5 risk matrix to produce a risk level and recommended disposition.

LOW MEDIUM HIGH

See it in action

Click any screenshot to enlarge

HIGH risk assessment result
HIGH risk result with evidence citations
NON-DEFECT result
NON-DEFECT — no further action needed
Settings panel
Settings — configure your product, requirements, and risk matrix
Auto-posted comment on Jira ticket
Auto-posted risk assessment comment on the ticket

Watch a full walkthrough

See a real complaint triaged from start to finish — defect classification, risk scoring, and the auto-posted summary comment.

Video walkthrough coming soon

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Built for regulated environments

Fully configurable

Your product requirements, user needs, probability scale, severity scale, and risk matrix are all defined in the Settings panel. Nothing is hardcoded.

Evidence citations

Every conclusion comes with citations — the specific comments or fields that influenced the classification. Audit-ready by design.

Stays in Jira

No context switching. The panel runs directly on the issue. Results can be auto-posted as a formatted comment on the ticket.

ISO 14971-aligned

The four-step pipeline maps directly to the risk management process required for SaMD under ISO 14971.

Your API key, your data

You bring your own Anthropic API key. Issue content is sent to the Claude API for processing and is not stored by this app.

Free, forever

No license fees. Install from the Atlassian Marketplace and run assessments for the cost of a few Anthropic API tokens per ticket.

Made for small quality teams at medical device companies

  • Managing Jira as your complaint handling system
  • Doing risk assessments manually or in spreadsheets
  • Spending QE time on triage that could be handled consistently by AI
  • Working under ISO 14971, FDA 21 CFR Part 820, or MDR obligations

It's not a replacement for a qualified engineer's judgment. It's the first pass — consistent, documented, and fast — so your team can focus on the decisions that actually need human review.

Need help beyond the tool?

Cahill Consulting Group LLC works with SaMD companies on quality management, risk frameworks, and regulatory strategy. If your team needs hands-on support — not just software — let's talk.

cullom@cahillconsultinggroup.com

Start triaging in minutes

Install from the Atlassian Marketplace, enter your Anthropic API key in Settings, and run your first assessment.

Get it free on Atlassian Marketplace →

Privacy note: Issue content (title, description, comments) is sent to Anthropic's API for processing. This app does not store issue content after the API call completes. Your configuration data (product requirements, risk matrix, etc.) is stored in Atlassian Forge Storage. See our Privacy Policy and Terms of Service.