Dify in Managed RAG
Scenario-level performance from current published Results.
1 scenario with a published Result · 15 scenarios in the benchmark
How Dify performed
Open a capability to explore its scenarios. Each row reports the test set in its published Result; counts are not combined into an overall score.
Data Ingestion4 scenarios · 1 with published Results
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| A cleanly scanned document | 0 Pass1 Fail0 Not gradable 1 of 1 test case failedWhat happenedDify did not surface the scanned page as usable text in this scenario. The checked document stayed available with one stored segment that was only an image link, and retrieval missed the target document. The scanned PDF itself had no extractable text. | 1/1 assessed1/1 gradablePublished test set | View Result → |
| A bad file in the upload | No published result | ||
| A simple, clearly formatted table | No published result | ||
| An ordinary digital text document | No published result | ||
Citations1 scenario · 0 with published Results
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| A claim in the answer traced back to its source | No published result | ||
Grounded Generation3 scenarios · 0 with published Results
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| The retrieved material doesn't support an answer | No published result | ||
| The retrieved material supports an answer | No published result | ||
| The retrieved sources disagree with each other | No published result | ||
Knowledge Sync3 scenarios · 0 with published Results
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Content is removed from the source | No published result | ||
| Existing content is changed | No published result | ||
| New content is added to the source | No published result | ||
Retrieval4 scenarios · 0 with published Results
Capability in this benchmark →
| Scenario | Published outcomes | Test coverage | Result |
|---|---|---|---|
| Answer is available in the knowledge base | No published result | ||
| Answer is not available in the knowledge base | No published result | ||
| Retrieval is scoped to part of the documents | No published result | ||
| The request uses different wording than the source | No published result | ||
Reading these Results
Published evidence and test coverage answer different questions.
Which scenarios have a Result?
A published Result is public evidence for this tool on one scenario. “No published result” does not say whether testing has taken place.
What does each Result cover?
Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Both use the pinned test count in that published Result.
Inventory is not testing progress
The 15 scenarios describe this benchmark’s scope. They are not an assumed applicability or test-coverage denominator for Dify.