Research framework and dated evidence
Read the corrected framework for installation and workflow questions. It supplies no measured market size, installer benchmark or security certification.
Open the research framework →Monthly evidence, funding and strategy
The archive now covers July 2025 through 29 September 2026, with six new reports, dated funding disclosures and public identity sources. September remains provisional until its final day has been reviewed. Company announcements, editorial analysis and proposed tests are labelled separately.
Read the complete monthly register · Latest: provider choice and production handover
Installation comparison
Compare installation approaches and follow upstream documentation for current requirements.
Compare installations →Low-VRAM testing method
Record hardware, software, models and workflow settings consistently. This is a method for testing, not a published benchmark result.
Read the testing method →Workflow resources
Use documented workflow references and record the versions and inputs needed to reproduce a run.
Browse workflow resources →Evaluate the evidence
Four-repository snapshot, 16 September 2026 · Research methods and historical corrections
For a performance comparison, look for a downloadable workflow, model identity, hardware and software versions, repeat runs and raw measurements. This hub does not supply a verified benchmark dataset. Keep estimates separate from measured results.