Overview of Quality Assessment Findings

Below is an overview of our quality assessment for each public summary. We scored each section of the summary based on our developed methodology, and then calculated the overall score and grade. Each summary is scored for two dimensions: Transparency (T) on how the information is provided, and Usefulness (U) for whether it is sufficient for stakeholders' needs. For convenience, all scores are reflected as a percentage (out of hundred) and the grades are expressed on a scale from A+ (highest) to F (lowest). Sections in public summaries that were not filled in because they were not applicable are marked as "N/A". Public summaries not being provided are marked using "!". The development of the framework and the evaluation steps are described on our methodology page along with a FAQ.

Section→	Grade		Overall		General Information		Public Data Sources		Private Data Sources		Scraped/Crawled Data		User Data		Synthetic & Other Data		Data Processing		Document
Model↓	T	U	T	U	T	U	T	U	T	U	T	U	T	U	T	U	T	U	T	U
Apertus	A	A+	92	97	74	93	100	100	100	N/A	100	N/A	100	N/A	100	N/A	100	100	87	84
FIBO	B+	A+	87	97	94	100	100	N/A	65	100	100	N/A	100	N/A	100	N/A	100	100	92	78
Bria 3.2	B+	A	86	94	69	92	100	N/A	100	100	100	N/A	100	N/A	100	N/A	100	100	70	68
SmolLM3-3B	B+	B+	82	86	73	90	96	100	100	N/A	100	N/A	100	N/A	60	0	92	100	68	58
Domyn Large	B+	B+	83	81	80	90	76	100	85	N/A	83	N/A	78	N/A	97	N/A	98	77	81	57
Bielik v3 11B Instruct	B+	C+	89	71	87	93	92	100	100	N/A	83	51	100	N/A	100	100	98	71	88	84
Adobe Firefly	C+	B+	71	82	71	92	81	100	16	N/A	78	100	100	N/A	89	0	100	72	74	68
Inkling	C+	C+	67	70	72	100	54	100	89	100	56	39	100	N/A	63	58	100	78	87	81
Inkling Small	C+	C+	67	69	72	100	54	100	89	100	56	39	100	N/A	67	58	100	78	87	68
FLUX.3	B	C	76	59	66	100	100	100	61	100	100	N/A	45	75	89	50	75	21	92	78
Nova 2 Lite	C+	C+	71	62	82	100	51	44	78	100	76	39	45	50	78	58	80	78	88	84
FastwebMIIA	C	C+	53	73	74	90	32	44	45	44	33	N/A	100	N/A	40	50	92	100	74	68
MAI Cyber 1 Flash	C+	C	69	50	79	78	58	44	23	100	80	39	100	100	79	0	75	26	85	81
Minimax M3	C+	D+	70	48	64	100	52	41	50	100	74	39	74	0	92	100	98	35	87	81
MAI Code 1 Flash	C+	C	68	50	79	78	54	44	23	100	80	39	100	100	79	0	75	26	85	81
MAI-Image-2.5	C+	D+	71	46	71	78	35	44	89	100	80	39	100	N/A	65	N/A	75	26	85	81
Ministral 3 14B	C	C	57	58	73	90	48	44	66	100	40	39	72	50	57	0	100	78	85	81
Ministral 3 3B	C	C	57	58	73	90	48	44	66	100	40	39	72	50	57	0	100	78	85	81
Ministral 3 8B	C	C	57	58	73	90	48	44	66	100	40	39	72	50	57	0	100	78	85	81
MAI-Image-2	C+	D+	70	46	71	78	29	44	89	100	80	39	100	N/A	65	N/A	75	26	85	81
GPT-5.6 Luna	C+	D+	67	47	67	90	51	7	34	100	73	24	74	50	92	70	90	57	87	65
Apertus v1.5	C	C+	54	60	75	93	100	100	100	N/A	2	0	100	N/A	100	N/A	100	100	87	84
GPT-5.5	C+	D+	67	47	67	90	50	7	34	100	73	24	74	50	92	70	90	57	87	65
Gemma 4	C	C	59	53	72	54	6	0	67	100	59	39	45	50	78	58	90	67	88	65
Gemini 3 Pro	C	C	59	53	72	54	6	0	67	100	59	39	45	50	78	58	90	67	87	65
Mistral Small 4 119B 2603	C	C	54	58	71	90	47	44	66	100	40	39	72	50	26	0	100	78	85	81
Mistral Large 3 675B Base 2512	C	C	54	58	71	90	47	44	66	100	40	39	72	50	26	0	100	78	85	81
Grok 4.5	C	C	57	51	77	100	7	0	34	100	62	39	100	100	62	58	76	35	87	63
C4AI Command A Plus 05 2026	C	C	55	51	75	78	41	44	66	100	37	24	61	50	67	58	90	57	85	84
Claude Opus 5	C	D+	56	48	71	78	36	44	34	100	65	24	45	50	51	41	90	57	85	76
Claude Mythos Preview	C	D+	56	48	71	78	36	44	34	100	65	24	45	50	51	41	90	57	85	76
Claude Opus 4.7	C	D+	56	48	71	78	36	44	34	100	65	24	45	50	51	41	90	57	85	76
Claude Opus 4.8	C	D+	56	48	71	78	36	44	34	100	65	24	45	50	51	41	90	57	85	76
Claude Sonnet 5	C	D+	56	48	71	78	36	44	34	100	65	24	45	50	51	41	90	57	85	76
Claude Mythos 5 / Claude Fable 5	C	D+	56	48	71	78	36	44	34	100	65	24	45	50	51	41	90	57	85	76
Muse Image	C	D+	53	49	67	90	32	44	72	100	55	24	72	100	15	0	66	48	83	63
Muse Spark	C	D+	53	48	67	90	32	44	72	100	55	24	86	100	15	0	66	48	72	47
Phi-4	D	F	33	24	70	100	3	0	53	N/A	0	N/A	0	N/A	8	0	52	0	87	81
FLUX.2 [max]	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Granite 4.1 30B Base	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Veo 3.1	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Palmyra X5	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Claude Opus 4.6	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Claude Sonnet 4.6	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
GPT Image 2	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
North Mini Code 1.0	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
FLUX.2	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
GPT-5.6 Sol	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
GPT-OSS	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
GPT-5.6 Terra	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Apriel 1.5 15B Thinker	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Claude Haiku 4.5	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
FLUX.2 Klein	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Granite 4.0 H Small Base	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Claude Opus 4.5	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
PLLuM 2512 Base	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A	N/A
Sora 2	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Claude Opus 4.1	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!
Claude Sonnet 4.5	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!	!

Source and Analysis

Adobe Firefly by Adobe
Based on public summary dated 2025-11-01 and evaluated on 2026-07-22. See detailed analysis.
Apertus by Swiss AI Initiative
Based on public summary dated 2025-09-01 and evaluated on 2026-03-30. See detailed analysis.
Apertus v1.5 by Swiss AI Initiative
Based on public summary dated 2026-07-17 and evaluated on 2026-08-05. See detailed analysis.
Apriel 1.5 15B Thinker by ServiceNow
no public summary found
Bielik v3 11B Instruct by SpeakLeash
Based on public summary dated 2026-01-01 and evaluated on 2026-03-30. See detailed analysis.
Bria 3.2 by Bria AI
Based on public summary dated 2026-01-06 and evaluated on 2026-03-31. See detailed analysis.
Claude Haiku 4.5 by Anthropic
no public summary found
Claude Mythos 5 / Claude Fable 5 by Anthropic
Based on public summary dated 2026-07-24 and evaluated on . See detailed analysis.
Claude Mythos Preview by Anthropic
Based on public summary dated 2026-07-24 and evaluated on . See detailed analysis.
Claude Opus 4.1 by Anthropic
no public summary found
Claude Opus 4.5 by Anthropic
no public summary found
Claude Opus 4.6 by Anthropic
no public summary found
Claude Opus 4.7 by Anthropic
Based on public summary dated 2026-07-24 and evaluated on . See detailed analysis.
Claude Opus 4.8 by Anthropic
Based on public summary dated 2026-07-24 and evaluated on . See detailed analysis.
Claude Opus 5 by Anthropic
Based on public summary dated 2026-07-24 and evaluated on . See detailed analysis.
Claude Sonnet 4.5 by Anthropic
no public summary found
Claude Sonnet 4.6 by Anthropic
no public summary found
Claude Sonnet 5 by Anthropic
Based on public summary dated 2026-07-24 and evaluated on . See detailed analysis.
C4AI Command A Plus 05 2026 by Cohere
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
Domyn Large by Domyn
Based on public summary dated 2026-03-19 and evaluated on 2026-07-21. See detailed analysis.
FastwebMIIA by Fastweb
Based on public summary dated 2026-03-23 and evaluated on 2026-07-22. See detailed analysis.
FIBO by Bria AI
Based on public summary dated 2026-08-02 and evaluated on . See detailed analysis.
FLUX.2 by Black Forest Labs
no public summary found
FLUX.2 Klein by Black Forest Labs
no public summary found
FLUX.2 [max] by Black Forest Labs
no public summary found
FLUX.3 by Black Forest Labs
Based on public summary dated 2026-08-01 and evaluated on . See detailed analysis.
Gemini 3 Pro by Google
Based on public summary dated 2026-07-02 and evaluated on 2026-07-21. See detailed analysis.
Gemma 4 by Google
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
GPT-5.5 by OpenAI
Based on public summary dated 2026-06-26 and evaluated on 2026-07-09. See detailed analysis.
GPT-5.6 Luna by OpenAI
Based on public summary dated 2026-07-23 and evaluated on . See detailed analysis.
GPT-5.6 Sol by OpenAI
no public summary found
GPT-5.6 Terra by OpenAI
no public summary found
GPT Image 2 by OpenAI
no public summary found
GPT-OSS by OpenAI
no public summary found
Granite 4.0 H Small Base by IBM
no public summary found
Granite 4.1 30B Base by IBM
no public summary found
Grok 4.5 by xAI
Based on public summary dated 2026-07-08 and evaluated on 2026-07-20. See detailed analysis.
Inkling by Thinking Machines
Based on public summary dated 2026-07-16 and evaluated on 2026-07-20. See detailed analysis.
Inkling Small by Thinking Machines
Based on public summary dated 2026-07-30 and evaluated on 2026-07-20. See detailed analysis.
MAI Code 1 Flash by Microsoft AI
Based on public summary dated 2026-06-02 and evaluated on . See detailed analysis.
MAI Cyber 1 Flash by Microsoft AI
Based on public summary dated 2026-07-27 and evaluated on . See detailed analysis.
MAI-Image-2 by Microsoft
Based on public summary dated 2026-03-19 and evaluated on 2026-07-21. See detailed analysis.
MAI-Image-2.5 by Microsoft
Based on public summary dated 2026-05-31 and evaluated on 2026-07-21. See detailed analysis.
Minimax M3 by Minimax
Based on public summary dated 2026-07-22 and evaluated on . See detailed analysis.
Ministral 3 14B by Mistral AI
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
Ministral 3 3B by Mistral AI
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
Ministral 3 8B by Mistral AI
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
Mistral Large 3 675B Base 2512 by Mistral AI
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
Mistral Small 4 119B 2603 by Mistral AI
Based on public summary dated 2026-07-31 and evaluated on . See detailed analysis.
Muse Image by Meta
Based on public summary dated 2026-07-06 and evaluated on 2026-07-21. See detailed analysis.
Muse Spark by Meta
Based on public summary dated 2026-07-08 and evaluated on 2026-07-21. See detailed analysis.
North Mini Code 1.0 by Cohere
no public summary found
Nova 2 Lite by Amazon
Based on public summary dated 2026-07-27 and evaluated on . See detailed analysis.
Palmyra X5 by WRITER
no public summary found
Phi-4 by Microsoft
Based on public summary dated 2025-11-24 and evaluated on 2026-03-31. See detailed analysis.
PLLuM 2512 Base by Ministry of Digital Affairs of Poland
Based on public summary dated 2026-05-11 and evaluated on . See detailed analysis.
SmolLM3-3B by HuggingFace
Based on public summary dated 2025-07-25 and evaluated on 2026-03-31. See detailed analysis.
Sora 2 by OpenAI
no public summary found
Veo 3.1 by Google
no public summary found