Use cases

One record of AI work, many ways to use it

From the engineer looking for last month’s fix to the CTO planning next year’s AI budget.

Knowledge reuse

For every engineer

“How did we fix the webhook signature mismatch last month?”

Someone on your team has almost certainly worked through it with Claude already. Search the whole company’s sessions by meaning, open the one that matches and read the reasoning, not just the final diff. Or put the question to Ask Cortex: get the answer with its sources, then ask how it was tested.

  • Hybrid search across every project your access groups share with you
  • Jump straight to the message inside its session

Onboarding

For new hires and their buddies

“Why does the billing service retry three times?”

New engineers can read how parts of the codebase were actually designed and debugged, in the words of the people who did it. Fewer interruptions for seniors, faster first commits for newcomers.

  • Projects with friendly names, sorted by activity
  • Sessions read like a clean chat

Audit & compliance

For security, legal and compliance

“Was customer data ever pasted into Claude on the payments team?”

A complete record of what was asked and answered, by whom and when, limited to your company’s own Claude organisation. Common secret formats are masked before they are stored.

  • Per-person history, tied to the Claude account that wrote it
  • Only company Claude accounts accepted, others refused and listed

Cost visibility

For engineering managers and finance

“Which projects use the most tokens, and on which models?”

Token use per day, project, person and model, with an API-equivalent cost so you can compare plans and models on facts. Edit model prices to match your agreement.

  • Input, output and cache tokens tracked separately
  • Filter by project and date range

Reviewing AI-assisted work

For team leads and reviewers

“What did Claude suggest before this migration was written?”

When a pull request was built with Claude, the conversation behind it is one search away. See the options considered, the instructions given and where a human changed course.

  • Open up to three sessions side by side
  • New replies appear live

When people leave

For the whole company

“What was Sam working on with Claude in their last month?”

Laptops get wiped; knowledge shouldn’t. The sessions stay searchable in the company workspace after a person or a machine is gone. Revoke the old laptop with one click.

  • History survives laptop resets and replacements
  • Revoking a person’s token stops it immediately

Prompts that work

For platform and enablement teams

“Show me prompts that generated good integration tests.”

Find the instructions that got great results and share them as team practice. Filter to “said by a person” to search prompts only.

  • Filter by who said it: the person or Claude
  • Turn one person’s trick into everyone’s habit