Honest Comparison

At 500 Tickets, You Read Titles
and Hope

Zamski builds ARCs that narrate the coordination story across your systems. No more piecing it together yourself.

Manual Coordination vs ARC Intelligence

Understand "what is actually happening with the auth migration"

Manual: 25 minutes
  1. Open JIRA, search for auth-related tickets (find 14)
  2. Open GitHub, search for auth PRs (find 6)
  3. Open Slack, search auth discussions (find 8 threads)
  4. Cross-reference ticket statuses against PR states
  5. Piece together which conversations changed which decisions
Zamski: One ARC, already built

Zamski has been correlating signals across JIRA, GitHub, and Slack since the first ticket was created. The ARC narrates the coordination story: which tickets are stalled, which PRs diverged from the original scope, and what Slack decisions were never reflected in tickets.

Figure out why a sprint item slipped

Manual: 15 minutes
  1. Check JIRA ticket history for status changes
  2. Check GitHub for related PRs and review comments
  3. Search Slack for discussions about scope changes
  4. Check calendar for meetings where decisions were made
Zamski: ARC already narrates it

The ARC shows the timeline: ticket was moved to "in progress" Monday, a Slack thread changed the approach Tuesday, no PR appeared until Thursday, reviewer had zero calendar overlap with the author. The coordination pattern explains the slip.

Answer "who actually knows this part of the codebase"

Manual: 10 minutes
  1. Check JIRA assignee (often wrong or outdated)
  2. Check GitHub contributors to the directory
  3. Ask in Slack "Who knows payments?"
  4. Wait for responses and hope the right person answers
Zamski: Immediate

Zamski correlates commit history, review activity, Slack participation, and ticket involvement to surface who is actually engaged with the code, not just who is assigned in JIRA.

Feature-by-Feature Comparison

FeatureManual SearchZamskiWinner
Cross-System CoordinationYou mentally piece it togetherARCs narrate the coordination story automatically
Pattern DetectionRelies on your memory and intuitionEvaluates 14 compound patterns across systems
Team BaselinesBased on gut feeling and experienceLearns your team norms and detects deviations
Evolving NarrativesSnapshots in time (each search is fresh)ARCs evolve as new signals arrive
CustomizationSearch for whatever you wantSurfaces what it detects (you cannot run arbitrary queries)
Works Without IntegrationsJust open your tools and searchRequires JIRA, GitHub, Slack connections
CostFree (but consumes hours per week)Free tier availableTie

What Zamski Does Not Do

Honest marketing means honest limitations:

Arbitrary Search Queries: Not How Zamski Works

Zamski is not a search engine. It builds ARCs from detected coordination patterns. You cannot run "find all tickets about auth" - instead, Zamski surfaces the ARCs where auth-related signals are telling an interesting coordination story.

Single-Tool Depth: Trade-off

JIRA search knows JIRA deeply (JQL, custom fields, workflows). Zamski knows JIRA as one signal source among many. If you need JIRA-specific queries, use JQL.

Instant Results on New Data: Takes Time

Zamski needs signal history to build meaningful ARCs. A brand-new ticket with no related activity will not have a coordination story yet.

Stop Reading Everything. Start Seeing the Story.

Connect your tools. Zamski narrates the coordination reality.

Try it now