| Developers & programmers | Forgot which repo has the backoff helper | On-device EmbeddingGemma 2 search across files you choose |
| Office clerks & admins | Which PDF has the leave form? | On-device EmbeddingGemma 2 search across files you choose |
| Finance & accountants | Find invoice by vendor description | On-device EmbeddingGemma 2 search across files you choose |
| Students | Which PDF defined “entropy”? | On-device EmbeddingGemma 2 search across files you choose |
| Lawyers | Find indemnity language across drafts | On-device EmbeddingGemma 2 search across files you choose |
| Designers | Find a past moodboard photo | On-device EmbeddingGemma 2 search across files you choose |
| Journalists | Where did they mention the budget? | On-device EmbeddingGemma 2 search across files you choose |
| Sales | Which deck has the pricing grid? | On-device EmbeddingGemma 2 search across files you choose |
| HR | Remote-work clause location | On-device EmbeddingGemma 2 search across files you choose |
| Teachers | Worksheet on fractions from last year | On-device EmbeddingGemma 2 search across files you choose |
| Researchers & scientists | Which PDF has that plot? | On-device EmbeddingGemma 2 search across files you choose |
| Customer support | Which runbook covers refund edge case? | On-device EmbeddingGemma 2 search across files you choose |
| Product managers | Where did we write the non-goal? | On-device EmbeddingGemma 2 search across files you choose |
| DevOps & SRE | Postmortem PDF section on rollback | On-device EmbeddingGemma 2 search across files you choose |