Productivity
Turn Your Best AI Users Into Everyone's Best Practices
Tokra Coaching identifies the employees who produce the highest-value output per token -- and automatically surfaces their prompt patterns, model choices, and workflow habits as org-wide best practice guides. It delivers proactive in-line nudges to employees whose usage patterns indicate waste.
Capabilities
Everything Efficiency Coaching does for you
Power User Identification
Token efficiency scoring that measures output quality relative to tokens consumed across every employee and team. Identifies top performers whose practices should be studied and replicated.
Best Practice Broadcasting
Surfaces the prompt patterns, model choices, and workflow habits of top performers as internal knowledge articles, Slack nudges, onboarding tips, or email digests. Admins choose whether insights are anonymized or attributed.
Proactive Waste Nudges
Detects low-efficiency usage in real time and delivers configurable in-line nudges: model right-sizing suggestions, redundant query alerts, prompt structure coaching, and unclassified usage warnings.
Model Right-Sizing Engine
Recommends cheaper or more appropriate models when the system detects that a frontier model (GPT-4o, Claude 3.5 Sonnet) is being used for tasks a smaller model handles equally well.
Org-Wide AI Maturity Dashboard
Shows the distribution of AI efficiency across teams and departments. Tracks AI maturity progression over time. Enables L&D leaders to see which teams need coaching or training investment.
Built for these scenarios
Who this is for
See Efficiency Coaching in action
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