Tracecat
Tracecat's 1.3 alphas keep reworking agent plumbing: tunnels, multi-org MCP, pluggable runners.
Comparison · PM
Atlassian vs Todoist
A side-by-side editorial comparison of Atlassian and Todoist — release velocity, themes, recent moves, and the top alternatives to consider.
Atlassian vs Todoist: at a glance
What is Atlassian?
Atlassian is productizing its own agent plumbing while pushing Rovo deeper into Microsoft's surfaces.
Atlassian's feed runs two parallel threads. One is distribution: Rovo and the Teamwork Graph are being pushed into Microsoft 365 and Teams, so Atlassian context and Jira actions reach users who never open an Atlassian tab. The other is internal engineering practice written up in public — agent harnesses, sandboxed execution, and pipelines that take routine work like vulnerability remediation off a human's queue. The stream stays mostly commentary; genuine releases are a minority and sit among culture posts and customer stories.
What is Todoist?
Todoist's 2026 bets are on capture: voice via Ramble, photos and files via Task Capture.
The entries SparkPulse tracks for Todoist are help-center index pages rather than dated release notes, so the detail is thin. They show a 2026 built around getting tasks into the app with less typing: Ramble turns spoken thoughts into tasks (January), came to Wear OS in beta (March), and Task Capture scans notes, photos and files for tasks (beta, April). Later months cover urgency triage and capturing tasks wherever they appear, while the experimental track retired Goals and simplified Quick Add.
Atlassian vs Todoist: editorial side-by-side
Atlassian is productizing its own agent plumbing while pushing Rovo deeper into Microsoft's surfaces.
◆ Current state
Atlassian's feed runs two parallel threads. One is distribution: Rovo and the Teamwork Graph are being pushed into Microsoft 365 and Teams, so Atlassian context and Jira actions reach users who never open an Atlassian tab. The other is internal engineering practice written up in public — agent harnesses, sandboxed execution, and pipelines that take routine work like vulnerability remediation off a human's queue. The stream stays mostly commentary; genuine releases are a minority and sit among culture posts and customer stories.
◆ Where it's heading
The two threads are converging on the same bet: that the durable asset is the graph and the agent runtime underneath, not any single surface. Recent posts move from describing agents that answer questions to agents that hold a task end to end — pick up a ticket, change code, open a pull request, close the loop after deploy. Publishing the architecture behind Rovo's agent harness alongside the internal case studies reads as groundwork for exposing that harness to customers rather than keeping it as an internal tool.
◆ Prediction
Expect the Agentic Pipelines work described in the Bitbucket posts to surface as a customer-facing Bitbucket capability, and the Teamwork Graph connector list to keep growing to more non-Atlassian sources. The entries here don't indicate timing or packaging.
Todoist
0.0PM
Todoist's 2026 bets are on capture: voice via Ramble, photos and files via Task Capture.
◆ Current state
The entries SparkPulse tracks for Todoist are help-center index pages rather than dated release notes, so the detail is thin. They show a 2026 built around getting tasks into the app with less typing: Ramble turns spoken thoughts into tasks (January), came to Wear OS in beta (March), and Task Capture scans notes, photos and files for tasks (beta, April). Later months cover urgency triage and capturing tasks wherever they appear, while the experimental track retired Goals and simplified Quick Add.
◆ Where it's heading
The pattern is AI-assisted capture spreading across inputs and devices: speech first, then images and documents, then other surfaces. The experimental channel is being used to test and prune, as the retired Goals beta shows, so not every beta becomes a permanent feature.
◆ Prediction
Expect Task Capture and Ramble to leave beta or spread to more platforms; the index pages don't give dates, so timing is unclear.
Alternatives to Atlassian and Todoist
Other PM products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either Atlassian or Todoist.
NocoBase
NocoBase's Runner Agent gets conversation management, task links and agent switching mid-thread.
Camunda
Camunda opens the 8.11 cycle with job-worker fixes and variable metadata across gRPC, REST and MCP.
Atarim
Atarim's AI experts now propose changes to live pages as drafts, and the app runs on phones.
Fibery
Fibery's MCP server can now upload local files, so AI assistants can attach screenshots and images.
SmartSuite
SmartSuite adds a scheduled JavaScript runtime with secrets and run history.
See all Atlassian alternatives → · See all Todoist alternatives →
Recent activity from Atlassian and Todoist
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoAtlassianHow we made vulnerability fixes review-ready with Agentic Pipelines
- 2mo agoAtlassianAgentic automation in practice: putting standard engineering work on autopilot
- 2mo agoAtlassianPut your conversations to work with the Teamwork Graph connector for Microsoft Teams
- 2mo agoAtlassianHow one leader rebuilt his feedback loop with an AI agent
- 2mo agoAtlassianOpening the Door to Agent Autonomy: The Architecture Behind Rovo’s Agent Harness
- 2mo agoAtlassianFrom prototype to production: lessons learned taking AI-built software to enterprise scale
- 6mo agoTodoistTodoist 2026: Ramble voice capture and Task Capture beta
Frequently asked questions
What is the difference between Atlassian and Todoist?
They serve adjacent needs but don't currently overlap on shipped themes. Atlassian is currently shipping more aggressively (velocity 10.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is Atlassian better than Todoist?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. Atlassian is currently shipping more aggressively (velocity 10.0 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other PM products to evaluate alongside.
What are the best alternatives to Atlassian?
Top Atlassian alternatives in PM are ranked by recent ship velocity. Browse the "Atlassian alternatives" section above for the current picks, or visit /alternatives/atlassian for the full list with editorial commentary on each.
What are the best alternatives to Todoist?
Top Todoist alternatives in PM are ranked by recent ship velocity. Browse the "Todoist alternatives" section above for the current picks, or visit /alternatives/todoist for the full list with editorial commentary on each.