FIBO

GPAI Provider: Bria AI

Metadata

Model URL: https://huggingface.co/briaai/FIBO
When was this model published? 2026-03-30
Is this a new or a fine-tuned model? New model
When was the Public Summary last updated? 2026-08-02
When did we evaluate the Public Summary? 2026-08-04
Where did we find the Public Summary? We found this document linked on this page. An archived version can be found here.

Results of Evaluation

Section Transparency Usefulness General
Clarity Completeness Consistency Correctness Accessibility Comprehension Transparency Usefulness
Document 90.91 100.0 100.0 80.0 70.0 88.89 92.59 78.95
General information 79.17 100.0 100.0 100.0 100.0 100.0 94.15 100.0
Public Data Sources N/A 100.0 100.0 100.0 N/A N/A 100.0 N/A
Private Data Sources 100.0 43.53 100.0 100.0 N/A 100.0 65.96 100.0
Scraped/Crawled Data N/A 100.0 100.0 100.0 N/A N/A 100.0 N/A
User Data N/A 100.0 100.0 100.0 N/A N/A 100.0 N/A
Synthetic/Other Data N/A 100.0 100.0 100.0 N/A N/A 100.0 N/A
Data Processing 100.0 100.0 100.0 100.0 100.0 100.0 100.0 100.0
Sum 90.0 77.25 100.0 99.05 91.43 99.07 87.01 97.2
Grades B+A+

Evaluation Notes

If you update your public summary, please let us know so that we can update the evaluation and scores. We also welcome suggestions on improvements to this page, e.g. see FAQ section.

The training data summary for FIBO provides an excellent summary for a model trained entirely on licensed data. The summary adheres to the structure of the template, and provides information to the requisite level of detail. Points are lost primarily due to the general description of non-publicly known private datasets obtained from third parties not going into the levels of detail encouraged by the template. The summary scores 87.01% with a grade of B+ for transparency, and 97.2% with a grade of A+ for usefulness.

Suggested Improvements
The following are the suggested improvements based on using our our methodology where the public summary had issues related to the specified metric. The severity represents the extent of the issue, with low indicating aspects that could be fixable, and high representing missing information or requiring major changes.

  • Document
    • M1 The document and the information should be simple and clear low
    • M4 The information must be correct and accurate low
    • M5 The document and information must be accessible for stakeholders medium
    • M6 The document and information must be comprehensible for stakeholders low
  • General information
    • M1 The document and the information should be simple and clear low
  • Private Data Sources
    • M2 The document and information must be filled in completely high
  • Sum
    • M1 The document and the information should be simple and clear low
    • M2 The document and information must be filled in completely low
    • M4 The information must be correct and accurate low
    • M5 The document and information must be accessible for stakeholders low
    • M6 The document and information must be comprehensible for stakeholders low