USE CASES
Common problems Nibuno solves
Nibuno came out of recurring problems we encountered while building AI into real business workflows.
These scenarios describe the problems that informed the product and how we plan to address them.
The interview needs a better question.
The person responsible for the customer experience shouldn’t need an engineer to test a wording change.
Read the use caseA wording change is waiting on a developer.
Let the business owner draft the wording and test it against saved examples.
Read the use caseOne point better. Twice the price.
Compare the actual improvement against the additional cost.
Read the use caseThe AI rated the opportunity. Now show me why.
Inspect the outputs and reviewer decisions behind each rating.
Read the use caseThe new prompt fixed one problem and created another.
See what changed, why it changed, and which version to roll back to.
Read the use caseYour product has more prompts than you think.
Give the writer, checker, grader, and judge their own owners, versions, and tests.
Read the use caseThe interview missed information you needed.
Test which facts the interview retains, misses, or incorrectly adds.
Read the use caseNew models are available for a feature you just built.
Run the same review-writing examples on both models before changing the application.
Read the use caseThe prompt promised something the app cannot do.
Editable instructions still need to respect the software around them.
Read the use caseYour team can explain what makes a better reply.
Save the original email, both answers, and the reviewer’s explanation.
Read the use caseYour best examples are lost in old conversations.
Keep approved answers and corrections attached to the prompts they help test.
Read the use caseTrain a cheaper model on reviewed examples.
Include data preparation and review costs, then test the cheaper model on unseen cases.
Read the use case