# Your team has better things to do than start over.

A recruiter wants to understand a candidate. A designer wants to try a better layout. A support engineer wants to solve the problem the customer actually has.

These stories show where the work gets in their way, what we would change with the team and how Korium helps. Choose a situation you recognize.

9 illustrative stories. The people and situations are invented; these are not customer results.

1. Client work / Professional services
   
   ## [The client already said no to that plan.](use-cases/client-proposals.html)
   
   Give the writer the client’s agreed plan before the next draft. Spend the next meeting developing the proposal, not repeating why the first one was rejected.
   
   Korium in this story **Memory + Workflows**
   
   Read this story
2. Customer support / Software and services
   
   ## [The customer is explaining the problem. Again.](use-cases/customer-support.html)
   
   Give the next responder the investigation so far. Help them take the customer’s problem forward, with experienced engineers available for the cases that need them.
   
   Korium in this story **Memory + Skills + Workflows**
   
   Read this story
3. Recruiting / Staffing
   
   ## [The job title fits. The shortlist doesn’t.](use-cases/recruiting.html)
   
   Keep the client’s real requirements with the search. Give recruiters time to listen to candidates and understand their experience, instead of repairing an outdated brief.
   
   Korium in this story **Memory + Skills + Workflows**
   
   Read this story
4. Manufacturing / Operations
   
   ## [The next shift is about to repeat yesterday’s mistake.](use-cases/shift-handover.html)
   
   Give the incoming shift the reason for a hold and the checks still needed. Let supervisors support the team instead of tracking down yesterday’s explanation.
   
   Korium in this story **Memory + Workflows**
   
   Read this story
5. Architecture / Engineering / Design
   
   ## [The design review is reopening a decision you already made.](use-cases/design-decisions.html)
   
   Give designers the reason behind an agreed constraint. Make the next review a chance to explore a better layout, not argue through the old one again.
   
   Korium in this story **Memory + Workflows**
   
   Read this story
6. Software / Engineering teams
   
   ## [The bug is fixed. The next change brings it back.](use-cases/software-changes.html)
   
   Give a coding agent the incident, the current code and the checks that matter. Let engineers improve the service without reopening the same old failure.
   
   Korium in this story **Memory + Code + Skills + Workflows**
   
   Read this story
7. Retail / Mobile shopping
   
   ## [You fixed the app. Customers are still reporting the same problem.](use-cases/retail-mobile-feedback.html)
   
   Connect app feedback to the code and the checks for the next release. Give store teams fewer pickup problems to untangle and the app team a clearer problem to fix.
   
   Korium in this story **Memory + Code + Skills + Workflows**
   
   Read this story
8. Product teams / User research
   
   ## [The prototype is ready. The research plan isn’t.](use-cases/synthetic-user-research.html)
   
   Use an AI rehearsal to prepare better research with real people. Carry the earlier findings, the working prototype and the unanswered questions into each session.
   
   Korium in this story **Memory + Code + Skills + Workflows**
   
   Read this story
9. UX / Design and development
   
   ## [The screen matches Figma. The work still disappears.](use-cases/ux-design-development.html)
   
   Carry the reason for a design through to the working interaction. Give designers and developers a way to improve the experience together, instead of repeating the same review.
   
   Korium in this story **Memory + Code + Skills + Workflows**
   
   Read this story

## Looking at the whole operation?

Our original representative engagement follows an order from arrival to delivery, finds where the team keeps waiting and redoing work, and shows how we would decide what to change first.

[Read the representative engagement](case-study.html)