AI
Effectiveness.
AI amplifies everything. Amplify what works. Topogy connects every AI session to the pull requests and tickets it produced, so you can see what's working and make it your team's default.
Most teams know what they spend on AI. Few know what it delivers.
Token leaderboards and lines-of-code counts don't answer the question leadership is asking. And without knowing which models, skills, and workflows actually help, every team keeps guessing.
Visibility
Every session, agent, and tool across your team in one place: usage, tokens, and cost by team, developer, tool, and model. No more shadow AI.
AI ROI
Spend attributed to teams, projects, and features. AI sessions traced through pull requests to delivered work, with cost per PR, cycle time, and rework.
Right model for the task
Compare cost and outcomes by model and task type, so the expensive models go where they make a difference.
Keep what works
See which context, skills, workflows, and checks get used and how well they work, then keep, revise, or retire them.
AI spend comes with a clear account of what it delivered.
Engineering leaders can show what AI is worth, and teams put more into the practices that work and less into the ones that don't.