No hallucinated or fabricated content

Test: Text Replacement

Avg. Score

96.2%

Scenarios

Overall Performance

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

Rank ▲	Model	Score	Avg. Cost	Avg. Time	Stability
1	Gemini 2.5 Flash Lite	100.0%	$0.0004	2.5s	100%
2	Ministral 8B	100.0%	$0.0002	3.9s	100%
3	Ministral 3 8B	100.0%	$0.0002	4.2s	100%
4	Mistral Small Creative	100.0%	$0.0003	4.1s	100%
5	Gemini 3.1 Flash Lite (Preview)	100.0%	$0.0013	2.4s	100%
6	GPT-4.1 Nano	100.0%	$0.0004	5.0s	100%
7	Mistral Small 4	100.0%	$0.0006	4.5s	100%
8	GPT-5.4 Nano	100.0%	$0.0011	3.8s	100%
9	Ministral 3 14B	100.0%	$0.0003	5.7s	100%
10	Mistral Small 3.2 24B	100.0%	$0.0003	6.9s	100%
11	Gemini 2.5 Flash	100.0%	$0.0021	3.0s	100%
12	Gemma 3 4B	100.0%	$0.0001	10.1s	100%
13	Mistral Medium 3.1	100.0%	$0.0018	6.3s	100%
14	Gemini 3 Flash (Preview)	100.0%	$0.0027	4.3s	100%
15	GPT-5.4 Nano (Reasoning, Low)	100.0%	$0.0014	7.4s	100%
16	Arcee AI: Trinity Mini	100.0%	$0.0003	11.2s	100%
17	GPT-5.4 Mini	100.0%	$0.0040	3.2s	100%
18	Gemma 3 12B	100.0%	$0.0001	12.8s	100%
19	Grok 4.20 (Beta)	100.0%	$0.0047	2.5s	100%
20	GPT-4o Mini (temp=1)	100.0%	$0.0006	12.4s	100%
21	GPT-4.1 Mini	100.0%	$0.0015	10.3s	100%
22	Mistral Large 3	100.0%	$0.0016	10.5s	100%
23	Grok 4 Fast	100.0%	$0.0014	11.7s	100%
24	GPT-4o Mini (temp=0)	100.0%	$0.0006	13.8s	100%
25	Qwen 3.5 Plus (2026-02-15)	100.0%	$0.0022	10.2s	100%
26	LFM2 24B	100.0%	$0.0001	15.5s	100%
27	Qwen 2.5 72B	100.0%	$0.0004	16.3s	100%
28	Claude Haiku 4.5	100.0%	$0.0051	5.8s	100%
29	GPT-5.4 Mini (Reasoning, Low)	100.0%	$0.0052	7.9s	100%
30	GPT-4o, Aug. 6th (temp=1)	100.0%	$0.0086	4.1s	100%
31	GPT-4.1	100.0%	$0.0076	6.4s	100%
32	Stealth: Healer Alpha	100.0%	$0.0000	24.2s	100%
33	Gemma 3 27B	100.0%	$0.0003	24.0s	100%
34	Mistral Large	100.0%	$0.0062	10.4s	100%
35	GPT-4o, Aug. 6th (temp=0)	100.0%	$0.0091	3.9s	100%
36	Mistral Large 2	100.0%	$0.0062	10.5s	100%
37	DeepSeek V3 (2024-12-26)	100.0%	$0.0012	23.1s	100%
38	Grok 4.1 Fast	100.0%	$0.0017	22.5s	100%
39	Stealth: Hunter Alpha	100.0%	$0.0000	29.8s	100%
40	GPT-5.4 Nano (Reasoning)	100.0%	$0.0034	22.3s	100%
41	Arcee AI: Trinity Large (Preview)	100.0%	$0.0000	31.5s	100%
42	Hermes 3 405B	100.0%	$0.0017	31.7s	100%
43	DeepSeek V3.1	100.0%	$0.0009	35.4s	100%
44	GPT-5.4	100.0%	$0.013	8.3s	100%
45	GPT-4o, May 13th (temp=1)	100.0%	$0.015	4.7s	100%
46	GPT-4o, May 13th (temp=0)	100.0%	$0.015	4.6s	100%
47	Claude Sonnet 4.5	100.0%	$0.015	7.2s	100%
48	Claude Sonnet 4.6	100.0%	$0.015	7.5s	100%
49	Claude 3.7 Sonnet	100.0%	$0.015	8.5s	100%
50	Claude Sonnet 4	100.0%	$0.015	9.4s	100%
51	Qwen 3 32B	100.0%	$0.0010	43.4s	100%
52	DeepSeek V3.2	100.0%	$0.0007	53.2s	100%
53	Gemini 2.5 Flash (Reasoning)	100.0%	$0.014	22.4s	100%
54	GPT-5.4 (Reasoning, Low)	100.0%	$0.020	14.1s	100%
55	Z.AI GLM 4.5	100.0%	$0.0063	52.4s	100%
56	Claude Opus 4.5	100.0%	$0.026	8.1s	100%
57	Claude Opus 4.6	100.0%	$0.026	8.7s	100%
58	GPT-5 Mini	100.0%	$0.0082	50.8s	100%
59	Z.AI GLM 4.6	100.0%	$0.0078	57.8s	100%
60	GPT-5.4 Mini (Reasoning)	100.0%	$0.018	37.8s	100%
61	GPT-5.2	100.0%	$0.025	22.2s	100%
62	MiniMax M2.5	100.0%	$0.0021	1.3m	100%
63	Claude 3.5 Sonnet	100.0%	$0.030	13.8s	100%
64	Gemini 3 Flash (Preview, Reasoning)	100.0%	$0.022	36.9s	100%
65	o4 Mini	100.0%	$0.026	39.2s	100%
66	GPT-5.1	100.0%	$0.029	34.1s	100%
67	Z.AI GLM 5 Turbo	100.0%	$0.022	50.4s	100%
68	ByteDance Seed 1.6	100.0%	$0.0077	1.4m	100%
69	ByteDance Seed 2.0 Lite	100.0%	$0.0085	1.6m	100%
70	Grok 4.20 (Beta, Reasoning)	100.0%	$0.040	26.6s	100%
71	Grok 4	100.0%	$0.039	47.6s	100%
72	Nemotron 3 Super	100.0%	$0.0000	2.5m	100%
73	Llama 3.1 Nemotron 70B	96.4%	$0.0021	20.8s	74%
74	GPT-5.4 (Reasoning)	100.0%	$0.052	47.2s	100%
75	Gemini 2.5 Pro	100.0%	$0.056	41.9s	100%
76	Mistral Small 4 (Reasoning)	96.4%	$0.0036	34.3s	74%
77	Claude Opus 4	100.0%	$0.077	13.4s	100%
78	GPT-5	100.0%	$0.050	1.3m	100%
79	Gemini 3 Pro (Preview)	100.0%	$0.064	43.7s	100%
80	Inception Mercury	92.9%	$0.0005	3.8s	65%
81	Llama 3.1 70B	92.9%	$0.0007	18.9s	65%
82	Qwen 3.5 122B	100.0%	$0.041	1.9m	100%
83	o4 Mini High	100.0%	$0.056	1.4m	100%
84	Gemini 2.5 Flash Lite (Reasoning)	95.2%	$0.0033	32.9s	66%
85	Writer: Palmyra X5	92.9%	$0.0050	13.7s	65%
86	MiniMax M2.7	100.0%	$0.014	3.1m	100%
87	Z.AI GLM 4.7	100.0%	$0.017	3.0m	100%
88	Ministral 3 3B	89.3%	$0.0002	2.9s	59%
89	Qwen 3.5 397B A17B	100.0%	$0.011	3.7m	100%
90	Z.AI GLM 5	100.0%	$0.023	3.2m	100%
91	ByteDance Seed 2.0 Mini	100.0%	$0.0036	4.0m	100%
92	Qwen 3.5 27B	100.0%	$0.037	2.9m	100%
93	DeepSeek-V2 Chat	90.5%	$0.0011	21.5s	53%
94	Ministral 3B	85.7%	$0.0001	2.9s	55%
95	ByteDance Seed 1.6 Flash	89.9%	$0.0012	21.9s	50%
96	Qwen3 235B A22B Instruct 2507	85.7%	$0.0004	19.2s	55%
97	Qwen 3.5 9B	96.4%	$0.0020	2.9m	74%
98	DeepSeek V3 (2025-03-24)	88.1%	$0.0008	42.6s	54%
99	Qwen 3.5 35B	92.9%	$0.025	1.3m	65%
100	Z.AI GLM 4.7 Flash	92.9%	$0.0034	2.4m	65%
101	Qwen 3.5 Flash	92.9%	$0.0050	1.4m	49%
102	Aion 2.0	92.9%	$0.0069	1.5m	49%
103	Claude Opus 4.6 (Reasoning)	100.0%	$0.129	1.1m	100%
104	Inception Mercury 2	81.5%	$0.0027	3.7s	41%
105	Claude Sonnet 4.6 (Reasoning)	100.0%	$0.123	1.5m	100%
106	Llama 3.1 8B	77.4%	$0.0001	15.3s	47%
107	Mistral NeMO	76.2%	$0.0002	3.1s	44%
108	GPT-5 Nano	88.1%	$0.0052	1.9m	54%
109	WizardLM 2 8x22b	85.7%	$0.0014	1.5m	41%
110	MoonshotAI: Kimi K2.5	100.0%	$0.029	6.5m	100%
111	Gemini 3.1 Pro (Preview)	100.0%	$0.168	2.6m	100%
112	Claude 3 Haiku	62.5%	$0.0013	6.8s	16%
113	Nemotron 3 Nano	82.1%	$0.0034	4.0m	42%
114	Rocinante 12B	39.0%	$0.0005	10.0s	8%
115	Hermes 3 70B	60.8%	$0.0022	2.8m	6%
116	Cohere Command R+ (Aug. 2024)	37.9%	$0.0092	18.4s	7%
96.16%

Individual Scenarios

Generic Prompt

▼

Passive voice → active voice

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100.0%
Aion 2.0	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Flash	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100.0%
DeepSeek-V2 Chat	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100.0%
LFM2 24B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	50	92.9%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	50	92.9%
GPT-5 Nano	100	100	100	100	100	100	50	92.9%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	50	92.9%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	100	50	92.9%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	50	92.9%
Hermes 3 70B	100	100	100	100	100	100	50	92.9%
Qwen 3.5 35B	100	100	100	100	100	50	50	85.7%
Writer: Palmyra X5	100	100	100	100	100	50	50	85.7%
Inception Mercury	100	100	100	100	100	50	50	85.7%
Llama 3.1 70B	100	100	100	100	100	50	50	85.7%
Nemotron 3 Nano	100	100	100	100	100	50	50	85.7%
Inception Mercury 2	100	100	100	100	100	33	33	81.0%
Ministral 3 3B	100	100	100	100	50	50	50	78.6%
WizardLM 2 8x22b	100	100	100	100	50	50	0	71.5%
Qwen3 235B A22B Instruct 2507	100	100	100	50	50	50	50	71.4%
Ministral 3B	100	100	100	50	50	50	50	71.4%
Llama 3.1 8B	100	100	50	50	50	50	50	64.3%
Mistral NeMO	100	50	50	50	50	33	33	52.4%
Claude 3 Haiku	25	25	25	25	25	25	25	25.0%
Cohere Command R+ (Aug. 2024)	20	20	20	14	13	11	8	15.1%
Rocinante 12B	25	25	20	11	8	6	6	14.4%

Specific Prompt

▼

Passive voice → active voice

Model	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Avg ▼
Claude Opus 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5 Turbo	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5 Mini	100	100	100	100	100	100	100	100.0%
GPT-5.1	100	100	100	100	100	100	100	100.0%
Claude Opus 4.6	100	100	100	100	100	100	100	100.0%
GPT-5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 397B A17B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 122B	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta, Reasoning)	100	100	100	100	100	100	100	100.0%
GPT-5.4 (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 5	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.6	100	100	100	100	100	100	100	100.0%
MoonshotAI: Kimi K2.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 27B	100	100	100	100	100	100	100	100.0%
ByteDance Seed 1.6	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview, Reasoning)	100	100	100	100	100	100	100	100.0%
o4 Mini High	100	100	100	100	100	100	100	100.0%
GPT-5.2	100	100	100	100	100	100	100	100.0%
Claude Opus 4.5	100	100	100	100	100	100	100	100.0%
Grok 4.1 Fast	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.6	100	100	100	100	100	100	100	100.0%
MiniMax M2.7	100	100	100	100	100	100	100	100.0%
Gemini 3 Pro (Preview)	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4	100	100	100	100	100	100	100	100.0%
MiniMax M2.5	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7	100	100	100	100	100	100	100	100.0%
GPT-4.1	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Pro	100	100	100	100	100	100	100	100.0%
o4 Mini	100	100	100	100	100	100	100	100.0%
Grok 4	100	100	100	100	100	100	100	100.0%
Claude Sonnet 4.5	100	100	100	100	100	100	100	100.0%
Qwen 3.5 35B	100	100	100	100	100	100	100	100.0%
Claude Opus 4	100	100	100	100	100	100	100	100.0%
Stealth: Hunter Alpha	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Mini	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash (Reasoning)	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.5	100	100	100	100	100	100	100	100.0%
Grok 4 Fast	100	100	100	100	100	100	100	100.0%
Qwen 3.5 9B	100	100	100	100	100	100	100	100.0%
Qwen 3.5 Plus (2026-02-15)	100	100	100	100	100	100	100	100.0%
Stealth: Healer Alpha	100	100	100	100	100	100	100	100.0%
Gemini 3.1 Flash Lite (Preview)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
Mistral Large 3	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=0)	100	100	100	100	100	100	100	100.0%
Gemini 3 Flash (Preview)	100	100	100	100	100	100	100	100.0%
Claude Haiku 4.5	100	100	100	100	100	100	100	100.0%
ByteDance Seed 2.0 Lite	100	100	100	100	100	100	100	100.0%
Nemotron 3 Super	100	100	100	100	100	100	100	100.0%
GPT-5.4	100	100	100	100	100	100	100	100.0%
Claude 3.5 Sonnet	100	100	100	100	100	100	100	100.0%
Grok 4.20 (Beta)	100	100	100	100	100	100	100	100.0%
GPT-4o, May 13th (temp=1)	100	100	100	100	100	100	100	100.0%
DeepSeek V3 (2024-12-26)	100	100	100	100	100	100	100	100.0%
Claude 3.7 Sonnet	100	100	100	100	100	100	100	100.0%
GPT-4.1 Mini	100	100	100	100	100	100	100	100.0%
Hermes 3 405B	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=1)	100	100	100	100	100	100	100	100.0%
GPT-4o, Aug. 6th (temp=0)	100	100	100	100	100	100	100	100.0%
GPT-5.4 Mini	100	100	100	100	100	100	100	100.0%
Mistral Large 2	100	100	100	100	100	100	100	100.0%
Mistral Small 4 (Reasoning)	100	100	100	100	100	100	100	100.0%
DeepSeek V3.1	100	100	100	100	100	100	100	100.0%
DeepSeek V3.2	100	100	100	100	100	100	100	100.0%
Qwen 3 32B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning)	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash Lite	100	100	100	100	100	100	100	100.0%
Gemini 2.5 Flash	100	100	100	100	100	100	100	100.0%
Mistral Large	100	100	100	100	100	100	100	100.0%
Qwen3 235B A22B Instruct 2507	100	100	100	100	100	100	100	100.0%
Writer: Palmyra X5	100	100	100	100	100	100	100	100.0%
Inception Mercury	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano (Reasoning, Low)	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=1)	100	100	100	100	100	100	100	100.0%
Mistral Small 3.2 24B	100	100	100	100	100	100	100	100.0%
Gemma 3 12B	100	100	100	100	100	100	100	100.0%
Llama 3.1 70B	100	100	100	100	100	100	100	100.0%
GPT-4o Mini (temp=0)	100	100	100	100	100	100	100	100.0%
Gemma 3 27B	100	100	100	100	100	100	100	100.0%
Mistral Medium 3.1	100	100	100	100	100	100	100	100.0%
Mistral Small 4	100	100	100	100	100	100	100	100.0%
Qwen 2.5 72B	100	100	100	100	100	100	100	100.0%
Llama 3.1 Nemotron 70B	100	100	100	100	100	100	100	100.0%
GPT-5.4 Nano	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Large (Preview)	100	100	100	100	100	100	100	100.0%
Mistral Small Creative	100	100	100	100	100	100	100	100.0%
Ministral 3 14B	100	100	100	100	100	100	100	100.0%
GPT-4.1 Nano	100	100	100	100	100	100	100	100.0%
Ministral 3 8B	100	100	100	100	100	100	100	100.0%
Claude 3 Haiku	100	100	100	100	100	100	100	100.0%
WizardLM 2 8x22b	100	100	100	100	100	100	100	100.0%
Arcee AI: Trinity Mini	100	100	100	100	100	100	100	100.0%
Gemma 3 4B	100	100	100	100	100	100	100	100.0%
Ministral 3 3B	100	100	100	100	100	100	100	100.0%
Mistral NeMO	100	100	100	100	100	100	100	100.0%
Ministral 8B	100	100	100	100	100	100	100	100.0%
Ministral 3B	100	100	100	100	100	100	100	100.0%
LFM2 24B	100	100	100	100	100	100	100	100.0%
Z.AI GLM 4.7 Flash	100	100	100	100	100	100	50	92.9%
Llama 3.1 8B	100	100	100	100	100	100	33	90.5%
Gemini 2.5 Flash Lite (Reasoning)	100	100	100	100	100	100	33	90.5%
Qwen 3.5 Flash	100	100	100	100	100	100	1	85.8%
Aion 2.0	100	100	100	100	100	100	0	85.8%
GPT-5 Nano	100	100	100	100	100	50	33	83.3%
DeepSeek V3 (2025-03-24)	100	100	100	100	100	50	33	83.3%
Inception Mercury 2	100	100	100	100	100	50	25	82.1%
DeepSeek-V2 Chat	100	100	100	100	100	33	33	81.0%
ByteDance Seed 1.6 Flash	100	100	100	100	100	33	25	79.8%
Nemotron 3 Nano	100	100	100	100	100	33	17	78.6%
Rocinante 12B	100	100	100	50	50	33	11	63.5%
Cohere Command R+ (Aug. 2024)	100	100	100	50	25	25	25	60.7%
Hermes 3 70B	100	100	0	0	0	0	0	28.7%

No hallucinated or fabricated content

Overall Performance

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)

Individual Scenarios

Generic Prompt

Passive voice → active voice

Specific Prompt

Passive voice → active voice