Atlassian raises the bar on workplace AI context, pressure builds on monday.com

Atlassian is going after the part of workplace AI that usually fails first: context. Its Teamwork Graph now spans more than 150 billion objects and relationships across Atlassian products and 100 popular apps, and the company says grounding AI on that graph produced 44 percent more accurate results while using 48 percent fewer tokens.

That matters because Atlassian is not treating the graph like a side feature. The company has pushed it into agents in browsers, mobile apps, terminals and developer workflows, including a Teamwork Graph CLI that is in beta and offers access through more than 300 commands. For technical teams, that is a signal that enterprise AI is moving beyond chat and summaries toward systems that can actually understand who owns what, what depends on what, and which tools matter in the flow of work.

For monday.com, the pressure is obvious. The company said on March 11 that it now enables external AI agents to access the platform and operate alongside human teams. It has also been recasting itself as an AI work platform, rolling out monday agents, monday magic, monday vibe, monday sidekick and monday campaigns. That shift comes with real business momentum: monday.com reported fourth-quarter 2025 revenue of $333.9 million, up 25 percent year over year, and said 2025 revenue rose 27 percent while non-GAAP operating margin reached 14 percent. As of Dec. 31, 2025, it had more than 250,000 customers and 4,281 customers paying more than $50,000 in annual recurring revenue.

The broader market is moving in the same direction. Forrester argued on May 1 that Atlassian and ServiceNow are leaning into context graphs because durable enterprise AI value comes from entities, relationships and business logic, not just model benchmarks. Gartner Peer Insights currently shows Atlassian and monday.com both at 4.5 stars in collaborative work management, with monday.com at 626 reviews and Atlassian at 594, a reminder that the two companies are fighting for the same enterprise buyer.

For monday.com, the bar is now higher than adding more AI features. Buyers will expect any AI work platform to keep its source of truth coherent as work spreads across apps, agents and teams. The premium will go to the system that can remember enough about the work to make its AI trustworthy, actionable and useful in the daily grind.