Open data: every score, free to reuse

All public Hardwarerig scores are licensed CC BY 4.0. Use them in your own work, including commercial work, if you give credit.

Downloads

• All scores as CSV
• All scores as JSON (full scorecards)

1 scorecard included.

CSV columns

• slug
• name
• tier
• chip
• ram_gb
• gpu
• vram_gb
• os
• currency
• price_new
• price_refurb
• protocol_version
• test_date
• best_model
• business_ai_score
• price_per_point_new
• price_per_point_refurb
• demo
• task1_contract-summary_verdict
• task1_contract-summary_time_s
• task1_contract-summary_quality
• task2_customer-replies_verdict
• task2_customer-replies_time_s
• task2_customer-replies_quality
• task3_marketing-pack_verdict
• task3_marketing-pack_time_s
• task3_marketing-pack_quality
• task4_invoice-extraction_verdict
• task4_invoice-extraction_time_s
• task4_invoice-extraction_quality
• task5_sales-data_verdict
• task5_sales-data_time_s
• task5_sales-data_quality
• task6_handbook-qa_verdict
• task6_handbook-qa_time_s
• task6_handbook-qa_quality

Finder estimates

• Finder data as JSON: every laptop, memory option and model, labelled Estimated or Measured

These are estimates from specifications, not test results. Read how they work before you reuse them.

Cite and reuse this data

How to credit

Write "Data: Hardwarerig" and link to the Hardwarerig page you used.

Copy a citation

In a report, a slide deck or a paper, you can paste this line.

Hardwarerig. Open data on running AI on your own hardware. Braynex Services Ltd. https://hardwarerig.com/data/. Licensed CC BY 4.0. Data last updated 2026-10-29.

For LaTeX, use this BibTeX entry.

@misc{hardwarerig-2026,
  author       = {Braynex Services Ltd},
  title        = {Open data on running AI on your own hardware},
  howpublished = {Hardwarerig},
  year         = {2026},
  url          = {https://hardwarerig.com/data/},
  note         = {Licensed CC BY 4.0. Data last updated 2026-10-29.}
}

What the licence covers

Some files below repeat figures that other publishers released. Their titles say "published by others", "published by the makers" or "reported by others". Each of those files carries this note: The numbers were published by the sources named in each row; Hardwarerig compiled them. Each figure stays its publisher's (Blender Open Data, PassMark and others): credit the original source with it.

More data files

• Finder chip data (JSON): Every chip the finder knows, labelled as estimated from specifications.
• Chip scores published by others (JSON): Chip scores from other publishers. Every row names its source and the day we read it.
• App requirements published by the makers (JSON): What the makers of apps say their apps need. Every row names its source and the day we read it.
• Model scores published by others (JSON): Scores of AI models from other publishers, not tested by us. Every row names its source.
• Speeds reported by others (JSON): Speeds that other people measured, not tested by us. Every row names its source.
• Cloud GPU rental prices (JSON): Hourly prices to rent a cloud graphics card, with the source and the day we read each price.
• Mini PCs and desktops (CSV): Mini PCs and desktops as the makers publish them. Every row names its source and the day we read it.
• Upgrade parts (CSV): Upgrade parts as the makers publish them. Every row names its source and the day we read it.
• What is new (CSV): Every change in our data, by date: the same list as the What is new page. Read it as a page.

See how we test to learn what each column means.