Recent work -> AI check -> Improvements
AI Review and Improvement Loop
Give your team a clear way to review AI suggestions, compare them against known good examples, and improve the workflow without guesswork.
Inspect the request and AI suggestion that produced a task, draft, or recommendation.
Compare examples against known-good work so changes improve accuracy instead of just feeling better.
Track review notes, failure reasons, and approval points so your team can improve with confidence.
See how the work actually moves
The request starts on the left, AI helps in the middle, the next step lands on the right, and human review stays visible underneath.
Recent work -> AI check -> Improvements
Give your team a clear way to review AI suggestions, compare them against known good examples, and improve the workflow without guesswork.
Capture each workflow example with the original request, pulled details, AI suggestion, status, and review notes.
Compare selected examples against updated instructions or routing rules before they affect live work.
Review results against expected behavior and flag low confidence or policy-sensitive actions.
Require approval before changed instructions or routing rules affect live workflows.
How the work usually moves
Capture each workflow example with the original request, pulled details, AI suggestion, status, and review notes.
Compare selected examples against updated instructions or routing rules before they affect live work.
Review results against expected behavior and flag low confidence or policy-sensitive actions.
Route findings into an improvement queue so instructions, handoffs, and fallback paths improve over time.
Where people should stay in the loop
Require approval before changed instructions or routing rules affect live workflows.
Review samples that include regulated, sensitive, or customer-identifiable data under normal policy.
Keep activity history long enough to explain decisions and support process improvement.
Keep exploring related workflow ideas
Monitor Reddit for keywords or account mentions, summarize what matters, alert the team, and let a human approve or edit a response before it goes out.
Read shared inboxes, separate spam from important threads, pull out action items, and create the right task in Trello or Asana with the original context attached.
Pull contacts from a database, clean the records, merge letter templates, and send print-ready batches to Lob when email is not the best channel.