# Build on the Stack You Have: Shared AI Strategies

How Atlassian, Anthropic, and Scale align on AI approaches.

- **Source:** [SaaStr](https://www.saastr.com)
- **Published:** 2026-07-25
- **Topic:** [Data & AI](https://brifing.si/c/data-ai)
- **Original article:** <https://www.saastr.com/build-on-the-stack-you-have-how-anthropics-head-of-industries-atlassians-head-of-ai-and-scales-rory-odriscoll-landed-on-the-same-ai-playbook/>
- **On Brifing:** https://brifing.si/s/27d7adf3-b5d3-4aed-843e-04a0fc488fde

## Introduction: Common AI Approach

Companies like Atlassian, Anthropic, and Scale adopted similar strategies in AI applications. By focusing on existing infrastructure, they developed both innovative and practical solutions.

## Atlassian's AI Strategy

Atlassian integrated AI into its existing products to enhance user experience. By combining chat and dedicated UIs, they met user needs effectively.

## Anthropic's Commercial Strategy

Anthropic utilized AI in commercial applications to optimize sales processes. By enhancing existing workflows with AI, they increased efficiency.

## Scale's Investment Approach

Scale Venture Partners focused on existing infrastructure when investing in AI projects, minimizing risks. This strategy led to successful AI applications.

## Chat and UI Integration

Atlassian combined chat and dedicated UIs to meet user needs. This approach provided both flexibility and usability.

## Integration with Existing Workflows

Integrating AI into existing workflows was key to Atlassian's success. This preserved familiar processes while offering innovative solutions.

## AI Builders and Team Dynamics

Atlassian balanced AI builders with traditional teams, enabling effective technical and strategic decisions.

## Balance of Juniors and Seniors

Atlassian inverted its talent pyramid, hiring more juniors and seniors. This approach fostered innovative ideas and experienced leadership.

## Commercial Benefits of AI

Anthropic used AI in commercial applications to optimize sales processes, enhancing both customer satisfaction and business efficiency.

## Risk Management in Investments

Scale Venture Partners minimized risks by focusing on existing infrastructure in AI investments, leading to successful AI applications.

## AI and Human Collaboration

Atlassian managed AI and human collaboration effectively, enabling both technical and strategic decisions and strengthening team dynamics.

## Conclusion: The Secret to AI Success

The AI strategies of Atlassian, Anthropic, and Scale highlight the importance of focusing on existing infrastructure, delivering both innovative and practical solutions.

## Sources covering this story

- https://www.saastr.com/build-on-the-stack-you-have-how-anthropics-head-of-industries-atlassians-head-of-ai-and-scales-rory-odriscoll-landed-on-the-same-ai-playbook/ — 

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_Summary written by Brifing from the original reporting. Copyright in the original article belongs to its publisher; read the full piece at the link above._
