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TensorPMTensorPM
vsJira

TensorPM or Jira?AI project agent vs. work tracking with Rovo AI

Jira is the leading work tracker for software and cross-team delivery, with Rovo AI agents on every paid plan. TensorPM is the AI project agent for complex projects: it keeps goals, schedule, budget, risks and decisions as one human-confirmed project context and uses it to help you steer. Many teams use both: Jira for delivery, TensorPM for the project picture.

Snapshot: September 2026. Details may change over time.

Jira is not affiliated with TensorPM. All trademarks belong to their respective owners.

atlassian.com/software/jira

Feature Overview

Project Management

1, 2, 3, 4, 5, 6, 7, 8, 9
Feature
TensorPM
Jira
Gantt / Timeline
YesDrag & drop, dependencies, work packages
YesTimeline on all plans; cross-team Plans on Premium+
Task dependencies
YesFS, SS, FF, SF with violation warnings
YesWork-item links; cross-project in Plans (Premium+)
Critical path
YesOrder view along the critical path
NoPlans flags off-track dependencies
Budget tracking
YesBudgets per position, cost entries, forecast vs. actual
LimitedNo native budget module; custom fields possible
Risk management
YesRisk register with severity & mitigation
LimitedModelled with custom work types and fields
Materials & procurement
YesFrom quote to installed, ten status levels
LimitedBuild with custom work types and fields
Milestones
Yes
LimitedVia epics or release versions
Kanban board
YesStatus board + priority board
YesBoards with WIP limits
Scrum support
NoNo sprints or backlog; complements Scrum
YesSprints, backlog, velocity, burndown
Effort tracking
YesPlanned vs. actual effort, timer
YesTime logging + story points
Recurring tasks
YesEvery n days, weeks, months or years
LimitedVia scheduled automation rules
Custom workflows & fields
NoFixed, structured PM fields
YesWorkflows, custom fields and forms on all plans
JQL / advanced queries
No
YesQuery language for cross-project search

AI Capabilities

10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20

AI in project tools changes month by month, so a feature-by-feature scorecard would age quickly. Below is what TensorPM offers today, followed by a summary of Jira's AI as documented by Atlassian.

What TensorPM offers
Yes
AI with project memoryHuman-confirmed project context
Yes
Human-confirmed updates with audit trailEach proposed change approved; Trail logs old/new value and source
Yes
Document distillationEmails & documents become changes you confirm
Yes
AI project health checkContext, strategy, coverage & execution analyses
Yes
AI guidance & next stepsSuggestions + critical-path order
Yes
AI work breakdownSetup, WBS, AI splits action items
Yes
AI agentsProject agent, Distiller, coding-agent handoff
Partial
AI development agentHands work to local Claude Code, Codex, Copilot
Limited
Natural language searchAsk the project agent
Yes
MCP serverLocal MCP server for Claude, Cursor, Codex & more
Paid
Bring your own AI key (BYOK)Business plan: OpenAI, Anthropic, Google, Mistral
Yes
Local AI modelsOllama, LM Studio, vLLM on every plan

Jira includes Rovo on every paid plan (Standard, Premium, Enterprise), switched on automatically: natural-language search, Rovo chat, AI agents you can assign work items to, AI work breakdown, summaries with status, blockers and next steps, writing help, similar-work linking, automation built from plain language, Rovo Dev coding sessions, and the Rovo MCP Server (GA since February 2026) for external assistants such as Claude or Cursor. Chat and agent use draw on pooled Rovo credits (25, 70 or 150 per user and month depending on plan); search and summaries are free. Rovo Studio (no-code agent builder) is on Premium and Enterprise. Rovo is Cloud-only, and the Free plan has no Rovo.

Data & Privacy

21, 22, 23, 24, 25, 26, 27
Feature
TensorPM
Jira
Local-first storage
YesProject data lives on your device
NoAtlassian cloud
Full offline mode
YesApp and data offline; AI offline with local models
NoCloud needs a connection; Rovo is Cloud-only
End-to-end encryption
YesCloud Sync, on every plan
NoAt rest and in transit; customer-managed keys on Enterprise
GDPR compliant
YesDPA; sync hosted in Germany; hosted AI not EU-only
YesDPA; data residency (Standard+) incl. EU, DE, CH
Self-hosted option
PartialRuns locally without a server; sync is TensorPM-hosted
LimitedData Center for existing customers only (no new sales since Mar 2026, end of life Mar 2029)
Data export
YesJSON project export, CSV lists, local database
YesCSV/XML export, REST API

Collaboration

28, 29, 30, 31, 32
Feature
TensorPM
Jira
Real-time editing
PartialLive sync between members; no co-editing of one text
YesLive work-item updates
Team workspaces
YesEvery plan, unlimited free members
YesSpaces with role-based access
Comments & mentions
NoNo task comments
YesComments with @mentions
Confluence integration
No
YesDeep two-way integration (Confluence license)
Slack/Teams integration
NoTelegram chat bridge instead
YesCreate work items from chat messages

Ecosystem & Scale

33, 34, 35, 36, 37, 38
Feature
TensorPM
Jira
Marketplace / Apps
LimitedInstallable skills & MCP servers; no app marketplace
YesThousands of Marketplace apps
Dev tool integration
LimitedCoding-agent handoff, GitHub lookups
YesBitbucket, GitHub, GitLab, CI/CD
Email & calendar intake
YesEmail intake (IMAP, Microsoft 365, Apple Mail); calendar access (Microsoft 365, macOS)
LimitedVia Marketplace apps
Portfolio planning
No
PaidPlans on Premium/Enterprise; Goals on all plans
Multiple views
YesList, Kanban, Timeline, WBS, Budget, Pulse
YesBoard, Backlog, List, Timeline, Calendar, Summary
Mobile app
NoDesktop app for Windows, macOS, Linux
YesiOS & Android
API access
PartialMCP & A2A for agents; no REST API
YesREST API + Rovo MCP Server

Pricing

1, 12, 39
Feature
TensorPM
Jira
Entry tier
YesFree Trial, no time limit, 2M AI credits
LimitedFree: 10 users, 2 GB, no Rovo
AI included in free
Yes2M lifetime AI credits in Trial
NoRovo on every paid plan, enabled automatically
Paid plan
YesPro €99/mo or €990/yr; Business on request
YesStandard ~$7.91, Premium ~$14.54 per user/month (USD, monthly billing; rate varies with user count)
AI usage metering
YesTrial 2M credits · Pro 10M/month; local models use no credits
PaidPooled Rovo credits (25/70/150 per user/month); overage billing from Dec 3, 2026
Pricing per project instead of per user
YesPro: €99/mo incl. 1 active project · Business: per active project · unlimited free members
NoPriced per user; cost scales with team size

Strengths and Best-Fit Scenarios

Not a 1:1 scorecard, but a practical view of where each side is strong.

Jira strengths

  • You run software delivery with Scrum or Kanban, sprints, backlogs and velocity
  • You need deep dev tool integration (Bitbucket, GitHub, GitLab, CI/CD)
  • You want AI agents working directly on work items inside your team's tracker
  • JQL, custom workflows and cross-team planning (Jira Plans) are central to your work
  • You already use the Atlassian ecosystem and its Marketplace

TensorPM strengths

  • You steer a complex project and need goals, budget, risks and decisions in one confirmed picture
  • Keeping the project picture current across emails, minutes and documents is a constant struggle
  • You want a guided project setup instead of configuring workflows and work types first
  • Privacy and data ownership matter: local-first, sync optional and end-to-end encrypted
  • You want pricing that never scales with headcount: members are free on every plan

Try TensorPM in your next project

Build your project context once and keep it current with AI.

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