← All workplace AI use cases

Workplace AI · 20 scenarios

Software engineering

Engineering uses can look harmless until source code, production logs, credentials or automated deployment enter the request. These scenarios distinguish drafting assistance from disclosure of secrets and unreviewed changes to live systems.

How to use this page

Choose the task closest to the real request. The scenario then shows which facts the employee should submit.

Scenario catalogue

What is someone about to do?

Every page uses the same policy inputs, but the data, consequence, reviewer and useful safeguards belong to the task.

01Production software

Can I use AI to complete code while programming?

Can your company use AI to complete code while programming? Review the facts that can change its workplace-policy answer.

Proprietary source codeInspect →
02Internal work

Can I use AI to explain legacy source code?

Can your company use AI to explain legacy source code? Review the facts that can change its workplace-policy answer.

Proprietary source codeInspect →
03Internal work

Can I use AI to generate unit tests?

Can your company use AI to generate unit tests? Review the facts that can change its workplace-policy answer.

Proprietary source codeInspect →
04Production software

Can I use AI to review a pull request?

Can your company use AI to review a pull request? Review the facts that can change its workplace-policy answer.

Proprietary source codeInspect →
05Internal work

Can I use AI to debug application logs?

Can your company use AI to debug application logs? Review the facts that can change its workplace-policy answer.

Sensitive operational dataInspect →
06Production software

Can I use AI to refactor a software module?

Can your company use AI to refactor a software module? Review the facts that can change its workplace-policy answer.

Proprietary source codeInspect →
07External technical publication

Can I use AI to draft API documentation?

Can your company use AI to draft API documentation? Review the facts that can change its workplace-policy answer.

Internal informationInspect →
08Internal work

Can I use AI to plan a framework migration?

Can your company use AI to plan a framework migration? Review the facts that can change its workplace-policy answer.

Internal architecture informationInspect →
09Data access

Can I use AI to generate a SQL query?

Can your company use AI to generate a SQL query? Review the facts that can change its workplace-policy answer.

Database structure and potentially personal dataInspect →
10Operational response

Can I use AI to analyse a production incident?

Can your company use AI to analyse a production incident? Review the facts that can change its workplace-policy answer.

Sensitive operational dataInspect →
11Internal work

Can I use AI to summarise application error reports?

Can your company use AI to summarise application error reports? Review the facts that can change its workplace-policy answer.

Operational and user dataInspect →
12Internal work

Can I use AI to create synthetic test data?

Can your company use AI to create synthetic test data? Review the facts that can change its workplace-policy answer.

Data structure without live recordsInspect →
13Legal compliance

Can I use AI to check an open-source dependency licence?

Can your company use AI to check an open-source dependency licence? Review the facts that can change its workplace-policy answer.

Public informationInspect →
14Security response

Can I use AI to scan source code for security weaknesses?

Can your company use AI to scan source code for security weaknesses? Review the facts that can change its workplace-policy answer.

Proprietary source code and security detailsInspect →
15Production software

Can I use AI to translate code between programming languages?

Can your company use AI to translate code between programming languages? Review the facts that can change its workplace-policy answer.

Proprietary source codeInspect →
16Technical direction

Can I use AI to draft an architecture decision record?

Can your company use AI to draft an architecture decision record? Review the facts that can change its workplace-policy answer.

Internal architecture informationInspect →
17Internal work

Can I use AI to estimate a software ticket?

Can your company use AI to estimate a software ticket? Review the facts that can change its workplace-policy answer.

Internal project informationInspect →
18External technical publication

Can I use AI to write software release notes?

Can your company use AI to write software release notes? Review the facts that can change its workplace-policy answer.

Internal informationInspect →
19Internal work

Can I use AI to search a private code repository with AI?

Can your company use AI to search a private code repository with AI? Review the facts that can change its workplace-policy answer.

Proprietary source code and possible secretsInspect →
20External model training

Can I use AI to train an external model on company source code?

Can your company use AI to train an external model on company source code? Review the facts that can change its workplace-policy answer.

Proprietary source code and secretsInspect →