It’s not the AI tooling you buy but the actions you take that have the biggest impact (more in our research). Multitudes helps you maximize the value you get from AI.


See where your rollout is working – and not – across teams, seniority level, geographies, and more. Foster more super-users by identifying your existing ones and seeing what they’re doing differently.

Our research shows that teams using AI merge more PRs – but they don’t always move faster, and quality could be deteriorating. That’s why you need holistic metrics to see the full impact of AI.

Catch AI slop before your first AI incident. See leading indicators for AI quality issues – looking at slop in code changes and if your human code reviewers are set up to be able to catch issues caused by AI.

Comparing metrics for low and high AI adopters is tempting because it’s easy – but we can’t attribute the difference to AI, because there’s selection bias in who uses AI more. We control for this bias – so you can get a truer view of the impact of AI.

Rolled out a new AI playbook? Launched an AI champions group? Measure the impact of each AI intervention, whether it’s a new tool or new process – and see the impact on adoption, productivity, quality, and wellbeing. Then, double down on what works.

