Measure the impact of AI on software development
Automatically measure the impact of AI coding assistants and agents. Get actionable, data-driven insights to evaluate tools and maximize the return on your AI investments.

Holistic view
Maximize ROI
Benchmark against peers

Use data to measure and compare AI tools
AI tools are rapidly transforming software development—but which ones are actually delivering value? Our platform automatically compares AI solutions, helping you evaluate new tools and make decisions grounded in real-world data.


Deploy and scale AI tools with confidence
As tools, models, and workflows evolve, your ability to monitor and govern them needs to keep pace. Track the impact of AI over time and confidently scale the best tools across teams.
Get visibility across the AI stack
See how AI-powered agents and assistants impact every stage of the software delivery pipeline—from writing code to reviewing pull requests and beyond.

Accelerate AI transformation
Discover how Software.com can accelerate development productivity. Compare tools, benchmark against peers, and ensure every AI investment delivers a clear return.