What the research means for real work.
There’s a lot being said about enterprise AI. We read the primary research, explain what it establishes and connect the useful ideas to how we deliver. Clear findings, visible sources and room for the unanswered questions.
Three research reviews · Full articles, freely available · September 2026
Read the research.
Evidence, interpretation and the connection to everyday work.
Showing 3 of 3 reports
The private AI landscape
What published deployment guidance tells us about private AI: where the model runs, what crosses the boundary and who keeps the system working.
Read the reportEnterprise document AI: what works, what still breaks
A plain-language reading of Docling, OmniDocBench and PureDocBench: why layout, scan quality and business checks matter after a document has been read.
Read the reportSmall models, serious work
What compact-model releases and research suggest about focused enterprise work—and why model size alone does not determine quality, speed or cost.
Read the reportHow we approach research
We link to primary publications and documentation, distinguish reported findings from our interpretation, and explain how the ideas relate to Exemplary. These reviews are not original benchmarks or customer-results reports. Each article includes its sources, scope and limitations.