JIRA Sees Tickets.
Zamski Sees the Coordination Story.

JIRA is excellent at what it does. But it can only see JIRA. The coordination reality lives across JIRA, GitHub, Slack, and Calendar. No single tool can show you the whole story.

Ticket status is a claim, not evidence

What JIRA Shows vs What Is Actually Happening

A ticket says "in progress" but no PR exists after 5 days

What JIRA Shows:

  • Ticket status: In Progress
  • Assignee: Marcus Chen
  • Sprint: Current

What JIRA Cannot See:

  • No GitHub branch or PR has been created
  • Slack thread shows Marcus asked for requirements clarity 3 days ago
  • Calendar shows Marcus has had zero overlap with the product manager

What Zamski Narrates:

An ARC narrating that this ticket is stalled due to a coordination gap. The work has not started despite the ticket status. The Slack thread and calendar data explain why.

A PR was merged but the ticket still says "in review"

What JIRA Shows:

  • Ticket status: In Review
  • Last updated: 3 days ago

What JIRA Cannot See:

  • GitHub shows the PR was merged yesterday
  • A Slack thread discussed and approved the approach last week
  • The deployment went out this morning

What Zamski Narrates:

An ARC narrating that this work is actually done. The ticket status drifted from reality because nobody updated JIRA after the PR merge. The coordination gap is between GitHub and JIRA.

Capability Comparison

CapabilityJIRA / LinearZamskiAdvantage
Ticket SearchFull JQL support, powerful filteringNot a search engine (surfaces ARCs, not search results)
Cross-System CorrelationJIRA only (cannot see GitHub, Slack, Calendar)Correlates JIRA + GitHub + Slack + Calendar signals
Coordination NarrativesNone (shows ticket fields, not stories)ARCs narrate what is happening across systems
Team BaselinesGeneric velocity metricsLearns your team norms and detects deviations
Pattern DetectionNone (shows data, does not detect patterns)Evaluates 14 compound patterns across connected systems
Custom Fields and WorkflowsDeeply customizableReads JIRA fields but does not modify them
Offline AccessJIRA Server supports offlineCloud-only
Evolving IntelligenceStatic (search results are snapshots)ARCs evolve as new signals arrive

The 3 Reasons JIRA Cannot Show Cross-System Patterns

1. JIRA Only Sees JIRA

Example: A ticket says "not started" but GitHub shows a PR was opened 2 days ago. JIRA has no way to know this.

Impact: You cannot detect cross-system drift without manually checking every tool.

2. Status Is a Claim, Not Evidence

Example: A ticket marked "done" does not mean the PR was reviewed, the tests passed, or the deployment succeeded. JIRA records the claim. It has no way to verify against other systems.

Impact: Sprint reports show velocity that may not reflect actual delivered work.

3. No Coordination Timeline

Example: A scope change discussed in Slack on Tuesday, a ticket update on Wednesday, a new PR on Thursday. JIRA shows Wednesday. Zamski narrates the full three-day coordination story.

Impact: Critical coordination context lives outside JIRA where ticket search cannot reach it.

See the Patterns JIRA Cannot Show

Connect your tools. Zamski builds ARCs that narrate the coordination reality across all of them.

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