Terms of use
Last updated: July 2026
Verdicts are computed estimates, not guarantees
Every fit verdict, grade, and speed tier on TokenAssemble is the output of a documented analytical model (see /methodology) applied to published specifications and measured file sizes. Verdicts are estimates for comparison and planning — they are not a guarantee that any specific model will load or perform any specific way on your machine. Real-world results vary with runtime version, drivers, operating system, thermals, and concurrent workloads. Regimes we haven't calibrated carry a visible "beta" label; treat those with extra caution.
Data accuracy and currency
Hardware specs, model configurations, quantized file sizes, and prices change. Every data row carries a source link and an as-of date, and we make reasonable efforts to keep the dataset current, but we do not guarantee any value reflects the latest revision, price, or availability. Verify specifications and prices with the vendor before purchasing.
Not purchase advice
TokenAssemble provides comparative technical analysis, not individualized purchasing, financial, or professional advice. Hardware purchases are significant — check return policies, verify compatibility with your full system, and consider your actual workload before buying.
Acceptable use
The site, its data, and the MCP endpoint are provided for personal, editorial, research, and AI-assistant use. Cite freely with attribution (see /cite-us). Don't misrepresent our estimates as measurements or strip their stated assumptions or beta labels, don't overwhelm the endpoints (rate limits apply), and don't submit fabricated performance results — submissions are reviewed and fabricated data is discarded.
No warranty; limitation of liability
All content is provided "as is" without warranty of any kind, express or implied. To the maximum extent permitted by law, TokenAssemble disclaims liability for errors, omissions, or inaccuracies, and for any decision made or action taken based on information published here — including hardware purchases that don't perform as you hoped.
Trademarks
NVIDIA, AMD, Intel, Apple, and all hardware and model names referenced on this site are trademarks of their respective owners, used for identification and editorial purposes only. TokenAssemble is not affiliated with, sponsored by, or endorsed by any of them.
Changes and contact
We may update these terms as the site evolves; the date below reflects the latest revision. Questions: hello@tokenassemble.com.