Avoid said/asked/replied/answered

Text Replacement

Tests deterministic text transformations: renaming characters/locations, expanding contractions, tense rewriting, POV shifts, gender swaps, combined transformations, and word avoidance. Scored by checking each expected change independently.

Text Editing

Performance Score Distribution (Top 20)

Click a model name to view its detail page.

	Score
Claude Opus 4.6 (Reasoning)	100%
Gemini 3.1 Pro (Preview)	100%
Z.AI GLM 5 Turbo	100%
Claude Sonnet 4.6 (Reasoning)	100%
GPT-5.4 (Reasoning)	100%
GPT-5 Mini	100%
GPT-5.1	100%
Claude Opus 4.6	100%
GPT-5	100%
Qwen 3.5 397B A17B	100%
Qwen 3.5 122B	100%
Grok 4.20 (Beta, Reasoning)	100%
Z.AI GLM 5	100%
Claude Sonnet 4.6	100%
MoonshotAI: Kimi K2.5	100%
Qwen 3.5 27B	100%
ByteDance Seed 1.6	100%
Gemini 3 Flash (Preview, Reasoning)	100%
o4 Mini High	100%
GPT-5.2	100%

	Score	Cost	Time
Gemini 2.5 Flash Lite	100%	$0.0003	1.5s
Mistral Small 4	99%	$0.0004	3.1s
Inception Mercury	95%	$0.0004	3.4s
Mistral Small 3.2 24B	100%	$0.0002	6.2s
Gemini 3.1 Flash Lite (Preview)	100%	$0.0009	1.7s
Gemma 3 4B	98%	$0.0001	5.5s
Gemma 3 12B	98%	$0.0001	7.4s
Grok 4 Fast	100%	$0.0008	6.0s
Inception Mercury 2	100%	$0.0012	1.7s
Claude 3 Haiku	85%	$0.0008	4.3s
Stealth: Hunter Alpha	95%	$0.0000	11.2s
GPT-4o Mini (temp=1)	100%	$0.0004	9.5s
Gemini 2.5 Flash	100%	$0.0014	2.0s
GPT-4o Mini (temp=0)	100%	$0.0004	9.7s
Qwen 2.5 72B	100%	$0.0003	10.4s
GPT-5.4 Nano (Reasoning)	95%	$0.0011	4.2s
Mistral Medium 3.1	100%	$0.0012	5.1s
GPT-4.1 Mini	100%	$0.0010	6.3s
Mistral Large 3	100%	$0.0011	7.2s
Gemini 3 Flash (Preview)	100%	$0.0018	3.2s

	Score	Cost	Speed	Stability
Gemini 2.5 Flash Lite	100%	$0.0003	1.5s	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0009	1.7s	100%
Inception Mercury 2	100%	$0.0012	1.7s	100%
Mistral Small 3.2 24B	100%	$0.0002	6.2s	100%
Gemini 2.5 Flash	100%	$0.0014	2.0s	100%
Grok 4 Fast	100%	$0.0008	6.0s	100%
Mistral Medium 3.1	100%	$0.0012	5.1s	100%
Gemini 3 Flash (Preview)	100%	$0.0018	3.2s	100%
GPT-4.1 Mini	100%	$0.0010	6.3s	100%
GPT-4o Mini (temp=1)	100%	$0.0004	9.5s	100%
Mistral Large 3	100%	$0.0011	7.2s	100%
GPT-4o Mini (temp=0)	100%	$0.0004	9.7s	100%
Qwen 2.5 72B	100%	$0.0003	10.4s	100%
Qwen 3.5 Plus (2026-02-15)	100%	$0.0015	6.9s	100%
Grok 4.20 (Beta)	100%	$0.0032	1.7s	100%
Claude Haiku 4.5	100%	$0.0034	2.7s	100%
Stealth: Healer Alpha	100%	$0.0000	16.4s	100%
Mistral Small 4	99%	$0.0004	3.1s	96%
DeepSeek-V2 Chat	100%	$0.0008	16.8s	100%
Qwen3 235B A22B Instruct 2507	100%	$0.0004	18.2s	100%

Median	Evaluator	Top 3	Flop 3
100.0%	Forbidden words eliminated	100Aion 2.0 100Mistral Large 3 100Grok 4.1 Fast	19GPT-4.1 Nano 24Ministral 3B 24Llama 3.1 8B
100.0%	Key facts and content preserved	100GPT-5.4 Nano 100Claude Opus 4.6 (Reasoning) 100Claude Sonnet 4.6	27Rocinante 12B 46Cohere Command R+ (Aug. 2024) 48LFM2 24B
100.0%	Structural similarity to original	100Qwen 3.5 397B A17B 100Ministral 3B 100Grok 4.20 (Beta, Reasoning)	63Rocinante 12B 76Arcee AI: Trinity Mini 83LFM2 24B

Text Replacement

Avoid said/asked/replied/answered

Performance Score Distribution (Top 20)

Price-Performance Score Distribution (Top 20)

Most Stable Models (Top 20)

Top Overall Models (Top 20)

Rank	Model	Avg. Cost	Avg. Time	Stability	# 1	# 2	# 3	# 4	# 5	# 6	# 7	Total
80	Claude Opus 4.6 (Reasoning)	$0.026	11.4s	100%	100	100	100	100	100	100	100	100%
98	Gemini 3.1 Pro (Preview)	$0.037	34.3s	100%	100	100	100	100	100	100	100	100%
44	Z.AI GLM 5 Turbo	$0.0075	16.5s	100%	100	100	100	100	100	100	100	100%
75	Claude Sonnet 4.6 (Reasoning)	$0.021	12.6s	100%	100	100	100	100	100	100	100	100%
66	GPT-5.4 (Reasoning)	$0.017	14.4s	100%	100	100	100	100	100	100	100	100%
50	GPT-5 Mini	$0.0057	32.5s	100%	100	100	100	100	100	100	100	100%
46	GPT-5.1	$0.010	10.4s	100%	100	100	100	100	100	100	100	100%
58	Claude Opus 4.6	$0.017	5.6s	100%	100	100	100	100	100	100	100	100%
85	GPT-5	$0.024	32.7s	100%	100	100	100	100	100	100	100	100%
100	Qwen 3.5 397B A17B	$0.013	2.2m	100%	100	100	100	100	100	100	100	100%
83	Qwen 3.5 122B	$0.019	44.0s	100%	100	100	100	100	100	100	100	100%
74	Grok 4.20 (Beta, Reasoning)	$0.020	14.8s	100%	100	100	100	100	100	100	100	100%
99	Z.AI GLM 5	$0.014	2.1m	100%	100	100	100	100	100	100	100	100%
40	Claude Sonnet 4.6	$0.010	4.5s	100%	100	100	100	100	100	100	100	100%
105	MoonshotAI: Kimi K2.5	$0.014	2.7m	100%	100	100	100	100	100	100	100	100%
82	Qwen 3.5 27B	$0.014	59.6s	100%	100	100	100	100	100	100	100	100%
56	ByteDance Seed 1.6	$0.0042	46.9s	100%	100	100	100	100	100	100	100	100%
71	Gemini 3 Flash (Preview, Reasoning)	$0.016	26.9s	100%	100	100	100	100	100	100	100	100%
94	o4 Mini High	$0.030	45.7s	100%	100	100	100	100	100	100	100	100%
35	GPT-5.2	$0.0080	5.6s	100%	100	100	100	100	100	100	100	100%
57	Claude Opus 4.5	$0.017	5.4s	100%	100	100	100	100	100	100	100	100%
21	Grok 4.1 Fast	$0.0013	16.7s	100%	100	100	100	100	100	100	100	100%
31	Z.AI GLM 4.6	$0.0032	15.1s	100%	100	100	100	100	100	100	100	100%
70	MiniMax M2.7	$0.0044	1.1m	100%	100	100	100	100	100	100	100	100%
88	Gemini 3 Pro (Preview)	$0.029	19.2s	100%	100	100	100	100	100	100	100	100%
43	Claude Sonnet 4	$0.010	5.5s	100%	100	100	100	100	100	100	100	100%
26	MiniMax M2.5	$0.0015	18.7s	100%	100	100	100	100	100	100	100	100%
97	Z.AI GLM 4.7	$0.0069	2.3m	100%	100	100	100	100	100	100	100	100%
24	GPT-4.1	$0.0052	4.0s	100%	100	100	100	100	100	100	100	100%
104	Gemini 2.5 Pro	$0.048	36.8s	100%	100	100	100	100	100	100	100	100%
67	o4 Mini	$0.016	22.7s	100%	100	100	100	100	100	100	100	100%
84	Grok 4	$0.023	30.6s	100%	100	100	100	100	100	100	100	100%
41	Claude Sonnet 4.5	$0.010	4.7s	100%	100	100	100	100	100	100	100	100%
76	Qwen 3.5 35B	$0.014	40.1s	100%	100	100	100	100	100	100	100	100%
102	Claude Opus 4	$0.051	8.1s	100%	100	100	100	100	100	100	100	100%
34	Gemini 2.5 Flash (Reasoning)	$0.0062	10.0s	100%	100	100	100	100	100	100	100	100%
60	Qwen 3.5 Flash	$0.0030	54.9s	100%	100	100	100	100	100	100	100	100%
6	Grok 4 Fast	$0.0008	6.0s	100%	100	100	100	100	100	100	100	100%
89	Qwen 3.5 9B	$0.0014	2.0m	100%	100	100	100	100	100	100	100	100%
14	Qwen 3.5 Plus (2026-02-15)	$0.0015	6.9s	100%	100	100	100	100	100	100	100	100%
17	Stealth: Healer Alpha	$0.0000	16.4s	100%	100	100	100	100	100	100	100	100%
2	Gemini 3.1 Flash Lite (Preview)	$0.0009	1.7s	100%	100	100	100	100	100	100	100	100%
25	Gemini 2.5 Flash Lite (Reasoning)	$0.0018	16.3s	100%	100	100	100	100	100	100	100	100%
11	Mistral Large 3	$0.0011	7.2s	100%	100	100	100	100	100	100	100	100%
38	GPT-4o, May 13th (temp=0)	$0.011	2.8s	100%	100	100	100	100	100	100	100	100%
8	Gemini 3 Flash (Preview)	$0.0018	3.2s	100%	100	100	100	100	100	100	100	100%
16	Claude Haiku 4.5	$0.0034	2.7s	100%	100	100	100	100	100	100	100	100%
19	DeepSeek-V2 Chat	$0.0008	16.8s	100%	100	100	100	100	100	100	100	100%
78	Z.AI GLM 4.7 Flash	$0.0016	1.4m	100%	100	100	100	100	100	100	100	100%
73	ByteDance Seed 2.0 Lite	$0.0058	1.1m	100%	100	100	100	100	100	100	100	100%
47	Nemotron 3 Super	$0.0000	50.2s	100%	100	100	100	100	100	100	100	100%
69	Claude 3.5 Sonnet	$0.020	9.4s	100%	100	100	100	100	100	100	100	100%
15	Grok 4.20 (Beta)	$0.0032	1.7s	100%	100	100	100	100	100	100	100	100%
3	Inception Mercury 2	$0.0012	1.7s	100%	100	100	100	100	100	100	100	100%
39	GPT-4o, May 13th (temp=1)	$0.011	3.0s	100%	100	100	100	100	100	100	100	100%
42	Claude 3.7 Sonnet	$0.010	5.3s	100%	100	100	100	100	100	100	100	100%
9	GPT-4.1 Mini	$0.0010	6.3s	100%	100	100	100	100	100	100	100	100%
32	Hermes 3 405B	$0.0012	24.6s	100%	100	100	100	100	100	100	100	100%
29	GPT-4o, Aug. 6th (temp=1)	$0.0065	2.7s	100%	100	100	100	100	100	100	100	100%
49	GPT-5 Nano	$0.0018	44.6s	100%	100	100	100	100	100	100	100	100%
28	GPT-4o, Aug. 6th (temp=0)	$0.0065	2.4s	100%	100	100	100	100	100	100	100	100%
22	Mistral Large 2	$0.0042	7.2s	100%	100	100	100	100	100	100	100	100%
45	DeepSeek V3.2	$0.0004	43.3s	100%	100	100	100	100	100	100	100	100%
52	DeepSeek V3 (2025-03-24)	$0.0006	53.4s	100%	100	100	100	100	100	100	100	100%
1	Gemini 2.5 Flash Lite	$0.0003	1.5s	100%	100	100	100	100	100	100	100	100%
5	Gemini 2.5 Flash	$0.0014	2.0s	100%	100	100	100	100	100	100	100	100%
23	Mistral Large	$0.0042	7.3s	100%	100	100	100	100	100	100	100	100%
20	Qwen3 235B A22B Instruct 2507	$0.0004	18.2s	100%	100	100	100	100	100	100	100	100%
10	GPT-4o Mini (temp=1)	$0.0004	9.5s	100%	100	100	100	100	100	100	100	100%
4	Mistral Small 3.2 24B	$0.0002	6.2s	100%	100	100	100	100	100	100	100	100%
12	GPT-4o Mini (temp=0)	$0.0004	9.7s	100%	100	100	100	100	100	100	100	100%
7	Mistral Medium 3.1	$0.0012	5.1s	100%	100	100	100	100	100	100	100	100%
13	Qwen 2.5 72B	$0.0003	10.4s	100%	100	100	100	100	100	100	100	100%
37	WizardLM 2 8x22b	$0.0007	32.7s	100%	100	100	100	100	100	100	100	100%
48	Mistral Small 4 (Reasoning)	$0.0030	33.8s	98%	100	100	100	100	100	100	97	100%
27	Gemma 3 27B	$0.0002	17.0s	98%	100	100	100	100	100	100	97	100%
18	Mistral Small 4	$0.0004	3.1s	96%	100	100	100	100	100	100	94	99%
36	Gemma 3 12B	$0.0001	7.4s	92%	100	100	100	100	100	100	89	98%
30	Mistral Small Creative	$0.0002	3.0s	95%	100	100	97	97	97	97	97	98%
63	DeepSeek V3.1	$0.0007	33.3s	90%	100	100	100	100	100	100	86	98%
64	Qwen 3 32B	$0.0008	39.9s	92%	100	100	100	100	100	97	89	98%
33	Gemma 3 4B	$0.0001	5.5s	94%	100	100	100	100	97	94	92	98%
72	Z.AI GLM 4.5	$0.0038	28.9s	88%	100	100	100	100	100	100	83	98%
95	Aion 2.0	$0.0052	1.2m	81%	100	100	100	100	100	100	72	96%
59	ByteDance Seed 1.6 Flash	$0.0007	12.6s	87%	100	100	100	100	100	89	83	96%
92	GPT-5.4 Mini (Reasoning)	$0.012	15.2s	79%	100	100	100	100	100	100	69	96%
79	Llama 3.1 70B	$0.0005	39.8s	86%	100	100	100	100	100	86	83	96%
54	GPT-5.4 Mini (Reasoning, Low)	$0.0029	3.4s	89%	100	100	100	100	89	89	89	95%
51	GPT-5.4 Nano (Reasoning)	$0.0011	4.2s	89%	100	100	100	100	89	89	89	95%
62	Writer: Palmyra X5	$0.0035	9.5s	89%	100	100	100	100	89	89	89	95%
77	Stealth: Hunter Alpha	$0.0000	11.2s	77%	100	100	100	100	100	100	67	95%
61	Inception Mercury	$0.0004	3.4s	84%	100	100	100	100	100	89	78	95%
68	Llama 3.1 Nemotron 70B	$0.0015	14.8s	85%	100	100	100	100	100	83	83	95%
53	Ministral 8B	$0.0001	2.9s	88%	97	97	97	97	94	92	83	94%
87	GPT-5.4 (Reasoning, Low)	$0.0093	5.4s	79%	100	100	100	89	89	89	89	94%
86	GPT-5.4	$0.0090	6.1s	79%	100	100	100	89	89	89	89	94%
91	DeepSeek V3 (2024-12-26)	$0.0007	16.0s	69%	100	100	100	100	100	100	56	94%
55	Ministral 3 8B	$0.0002	3.0s	87%	97	97	97	94	92	92	86	94%
114	ByteDance Seed 2.0 Mini	$0.0026	3.0m	75%	100	100	100	100	100	72	72	92%
65	Ministral 3 14B	$0.0002	3.7s	86%	97	97	94	94	89	86	86	92%
110	Hermes 3 70B	$0.0010	1.3m	55%	100	100	100	100	100	100	36	91%
90	Arcee AI: Trinity Large (Preview)	$0.0000	25.3s	78%	100	89	89	89	89	89	78	89%
106	Nemotron 3 Nano	$0.0014	1.4m	71%	100	100	100	100	81	69	67	88%
81	GPT-5.4 Mini	$0.0027	2.7s	82%	89	89	89	89	89	89	78	87%
96	Claude 3 Haiku	$0.0008	4.3s	64%	100	100	100	100	75	69	53	85%
93	Mistral NeMO	$0.0002	3.3s	72%	92	92	92	92	83	81	61	85%
103	GPT-5.4 Nano (Reasoning, Low)	$0.0008	3.6s	58%	100	89	89	78	67	67	67	79%
101	GPT-5.4 Nano	$0.0007	3.4s	63%	89	89	89	78	78	67	67	79%
107	Cohere Command R+ (Aug. 2024)	$0.0066	10.9s	64%	91	86	83	81	67	66	65	77%
108	GPT-4.1 Nano	$0.0003	3.5s	56%	89	78	78	67	67	67	67	73%
111	Llama 3.1 8B	$0.0001	5.3s	51%	89	86	78	67	67	64	53	72%
109	LFM2 24B	$0.0001	9.6s	60%	81	81	81	78	63	58	53	70%
116	Arcee AI: Trinity Mini	$0.0017	1.0m	39%	100	75	67	67	64	39	33	63%
112	Ministral 3 3B	$0.0001	1.8s	51%	75	72	64	61	61	53	50	62%
113	Ministral 3B	$0.0000	1.7s	53%	64	64	64	61	61	50	47	59%
115	Rocinante 12B	$0.0003	7.0s	36%	64	61	61	46	46	46	30	51%
95.73%