# Atlassian Adds Context Quality Score to Flag Gaps in AI Context Across Cloud

> Atlassian introduced Context Quality Score, a metric scoring completeness, connectedness and relevance.

- Published: 2026-10-29T17:41:27+00:00
- Section: Product Launches
- Author: News Desk
- URL: https://newsforagent.com/news/2026-10-29/atlassian-context-quality-score-launch
- Source: [Business Wire](https://www.businesswire.com/news/home/20261029910363/en/)

## Key takeaways

- Atlassian's Context Quality Score will be generally available for all Atlassian Cloud customers next quarter.
- The metric assesses completeness, connectedness and relevance of context available to AI through the Teamwork Graph.
- Atlassian's State of Teams 2026 report found 69% of knowledge workers say their data and knowledge foundations aren't optimized for AI.

Atlassian introduced Context Quality Score, a metric that quantifies the quality of context available to AI and recommends improvements, the company said in a [Business Wire](https://www.businesswire.com/news/home/20261029910363/en/) announcement on October 29, 2026. The score will be generally available for all Atlassian Cloud customers next quarter.

## How Atlassian's Context Quality Score Works

Context Quality Score flags gaps in the context available through the Teamwork Graph and provides recommendations on how to improve it, according to [Atlassian](https://akta.pro/company-profiles/00000sb/atlassian). The metric assesses three factors: completeness, meaning whether AI can access the sources and detail it needs; connectedness, meaning whether related work, documents and decisions are linked; and relevance, meaning whether AI uses current, trusted information while respecting access controls.

Atlassian said AI outputs are only as good as the context behind them. A coding agent, for example, may write working code but still miss a team's design decisions or security rules if it does not have that information. Atlassian's State of Teams 2026 report found that 69% of knowledge workers say their data and knowledge foundations aren't optimized for AI.

"As work becomes increasingly multiplayer, with people and agents working side by side, trusted context has to be the foundation," said Jamil Valliani, head of product, AI, at Atlassian. "Context Quality Score helps teams quickly understand what context their agents have access to and how to strengthen that knowledge. That way, AI can move work forward with the full picture."

## Atlassian's Cloud Revenue and AI Partnerships

Atlassian reported Q3 FY2026 revenue of $1.8 billion, representing 32% year-over-year growth, according to akta.pro [company records](https://akta.pro/company-data). Cloud services revenue reached $1.1 billion, with annual recurring revenue surpassing $1 billion for the first time, the same records show. In May 2026, Atlassian expanded a multi-year strategic partnership with Google Cloud, deploying Rovo on Google Kubernetes Engine and AI Hypercomputer with Gemini 3 Flash for agentic AI workflows.

## Earlier Atlassian AI and Service Moves

Atlassian launched its Forward Deployed Engineering program to embed AI engineers with customers, Forbes reported in October 2026, addressing a gap where 85% of workers use AI but only 6% of executives see ROI. Atlassian's Service Collection crossed $1 billion in annual revenue and is expanding beyond IT service management into customer support and asset management, Techzine Europe reported in October 2026. Atlassian released its October 2026 security bulletin covering 176 flaw entries across Jira, Confluence, Bamboo, Bitbucket and Crowd, Cyber Security News reported in October 2026.

## Atlassian's Next Earnings Date

Atlassian is expected to report Q1 2027 earnings on November 5, 2026, after market close, MarketBeat reported. Analysts project EPS of $1.39 and revenue of $1.71 billion.

## Companies in this story

- [Atlassian company profile](https://akta.pro/company-profiles/00000sb/atlassian) · website: https://www.atlassian.com

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