Capability in benchmark · Version 1

Data Ingestion

The handed-over files become reachable, and the service reports when ingestion did not work.

4 scenarios · 1 current published Result · 1 tool with published Results

How the tools performed

Explore current published Results across this capability’s scenarios. Open a scenario to compare its tools, or a Result to inspect the evidence.

Each cell reports its own published test set. There is no combined capability score or claim that different Results used identical tests.

Scenarios in this capability
Tools with published Results appear first, alphabetically. Remaining participants stay visible below.
Participating toolAn ordinary digital text document →A simple, clearly formatted table →A cleanly scanned document →A bad file in the upload →
DifyAn ordinary digital text document →No published resultA simple, clearly formatted table →No published resultA cleanly scanned document →
1 Fail
1/1 assessed1/1 gradableView Result →
A bad file in the upload →No published result
Denser AINo published result across these scenarios
FutureSmart Document IntelligenceNo published result across these scenarios
Llama CloudNo published result across these scenarios
OnyxNo published result across these scenarios
VectaraNo published result across these scenarios
Vectorize.ioNo published result across these scenarios

Reading the comparison

Publication availability and test coverage describe different things.

Published evidence

Publication is not testing progress

“No published result” says only that there is no current public Result. It does not indicate whether a tool has been tested, passed, failed or is applicable.

Test coverage

Read each Result’s test set

Assessed includes Pass, Fail and Not gradable. Gradable includes Pass and Fail. Each fraction uses the pinned tests in that same published Result.

Go deeper

Choose the view you need

A scenario compares tools on one situation. A tool page follows one tool across this benchmark. A Result explains the outcome and shows the evidence.

Data Ingestion in Managed RAG | AI Demos