You don't actually know what your team can do
The senior engineer who claims Kubernetes expertise has only run minikube locally. The junior who rated themselves a 3 on React is actually your best frontend developer. Self-assessment is noisy. Sprint planning, architecture decisions, and hiring all suffer when your skill data is wrong.
Peer-verified skill matrices
Replace subjective 1-5 ratings with peer-verified SCI scores. Each score is built from real sessions where engineers demonstrated and validated skills with peers.
Code assessment integration
Connect Lemma sessions with code review data. Engineers verify skills through pair programming, architecture discussions, and code walkthroughs with peers.
Growth tracking
See how each team member's verified skills evolve over quarters. Track the impact of training investments with objective before-and-after data.
Team composition planning
When spinning up a new project, query your team's verified skills to assemble the right group. No more relying on manager recollection.
Frequently asked questions
Lemma sessions are structured as mutual learning, not evaluation. Both participants verify each other's skills simultaneously. Engineers consistently report that sessions feel more like pairing than testing.