AI TRANSFORMATION

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.

Measure AI impact on software development

Holistic view

Use standardized metrics to quantify the impact of AI on engineering performance—including productivity, velocity, and quality.

Maximize ROI

Automatically compare different tools and pinpoint the ones that deliver the greatest return on investment.

Benchmark against peers

Use industry and scale benchmarks to evaluate your AI investments and identify opportunities to accelerate AI usage.
“Companies need to invest in AI coding tools like Copilot, Claude, and Cursor, but they’re flying blind. They need a way to measure impact and ROI. They need benchmarks to see if they’re losing ground to competitors. That’s why they need Software.com.
Ralph Loura
Ralph Loura
CIO Hall of Fame Inductee, CIO at Hewlett-Packard Enterprise and Clorox

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.

Measure AI productivity impact
Measure AI impact over time

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.