Third-party cyber evaluations involving OpenAI models
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Cloud & Infrastructure
Google Cloud Blog·Jun 9·5 min read
How to unlock true ROI in software development – a deep dive into the latest DORA research
TL;DR
Organizations struggle to demonstrate the business value of generative AI projects, which is essential for securing funding. The DORA framework was developed to evaluate the return on investment (ROI) of AI-assisted software development.
✦ Why It Matters
Engineers can leverage the DORA framework to better assess and communicate the value of AI projects.
Key Takeaways
- Anticipate a temporary productivity dip when adopting AI.
- Invest time in training teams to adapt workflows for AI.
- Use the interactive ROI calculator to forecast AI costs and benefits.
- Ensure organizational support to maximize AI project success.
How It Works
The J-curve of AI value realization illustrates that initial productivity dips are common as teams learn to integrate AI into their workflows. This learning phase requires time for developers to adapt and master new techniques, which can temporarily slow down output.