Opportunities
All teams
Optimized This Quarter
Low-complexity routing
41%
tasks away from frontier models
Avg. context size
34%
reduction this quarter
Reusable skills
18
from repeated workflows
Inefficient prompts
73
flagged before execution
30 opportunities to apply
Turn repeated PR review prompts into a skill
Create skill
Engineering
Codify outbound email drafting as a skill
Create skill
Sales
Add PRD drafting guidance for Product
Create guidance file
Product
Publish support reply guidance
Create guidance file
Customer Success
Trim oversized user MD instruction files
Optimize user MD
Engineering
Replace campaign user MD with scoped snippets
Optimize user MD
Marketing
Disable MCP servers Engineering never calls
Disable unused MCP servers
Engineering
Turn off unused CRM MCP connectors
Disable unused MCP servers
Sales
Remove stale Engineering skills
Remove stale skills
Engineering
Archive unused Product skills
Remove stale skills
Product
Coach SDRs off Opus for routine synthesis
Start user coaching
Sales
Coach engineers to scope repo context
Start user coaching
Engineering
Create an incident triage skill
Create skill
IT
Standardize forecast variance explanations
Create skill
Finance
Add offer-letter drafting guidance
Create guidance file
HR
Publish SEO brief guidance
Create guidance file
Marketing
Slim Product research user MD files
Optimize user MD
Product
Split Customer Success macros from user MD
Optimize user MD
Customer Success
Disable unused IT admin MCP servers
Disable unused MCP servers
IT
Turn off unused marketing design MCPs
Disable unused MCP servers
Marketing
Disable idle Finance ERP MCP tools
Disable unused MCP servers
Finance
Remove stale campaign skills
Remove stale skills
Marketing
Remove unused CS escalation skills
Remove stale skills
Customer Success
Archive unused HR screening skills
Remove stale skills
HR
Coach PMs to stop attaching full Drive folders
Start user coaching
Product
Coach Finance off raw ledger pastes
Start user coaching
Finance
Coach IT to prefer runbook skills over freeform chat
Start user coaching
IT
Coach recruiters on scoped offer context
Start user coaching
HR
High-spend engineers have no user.md
Missing user.md
Engineering
SDRs missing user.md for outreach tone
Missing user.md
Sales