Character rename: Elena->Mirabel, Gregor->Aldric

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
GPT-5.6 Sol (Reasoning)	100%
Claude Opus 4.6 (Reasoning)	100%
Gemini 3.6 Flash (Reasoning)	100%
Qwen3.7 Max	100%
Grok 4.5 (Reasoning, High)	100%
Gemini 3.1 Pro (Preview)	100%
GPT-5.4 (Reasoning)	100%
Muse Spark 1.1 (Reasoning, Medium)	100%
Z.AI GLM 5.1	100%
Qwen3.6 Max Preview	100%
GPT-5.5 (Reasoning)	100%
Claude Sonnet 4.6 (Reasoning)	100%
Z.AI GLM 5.2 (Reasoning, High)	100%
Gemini 3.5 Flash (Reasoning)	100%
Z.AI GLM 5 Turbo	100%
MoonshotAI: Kimi K3 (Reasoning, High)	100%
MoonshotAI: Kimi K2.6	100%
Claude Opus 4.7 (Reasoning)	100%
GPT-5.5 (Reasoning, Low)	100%
GPT-5.6 Terra (Reasoning)	100%

	Score	Cost	Time
Ministral 3B	100%	$0.0000	2.0s
Mistral NeMO	100%	$0.0002	1.6s
Ministral 3 3B	100%	$0.0001	2.3s
Gemini 2.5 Flash Lite	100%	$0.0003	1.6s
Ministral 8B	100%	$0.0001	3.4s
Ministral 3 8B	100%	$0.0002	3.2s
Gemma 3 4B	100%	$0.0001	5.2s
GPT-4.1 Nano	100%	$0.0003	3.6s
Mistral Small 4	100%	$0.0004	2.9s
Mistral Small 3.2 24B	100%	$0.0002	4.6s
Ministral 3 14B	95%	$0.0002	4.3s
Laguna XS 2.1	100%	$0.0002	7.0s
DeepSeek V4 Flash	100%	$0.0002	6.8s
Llama 3.1 70B	100%	$0.0004	11.0s
Gemma 3 12B	100%	$0.0001	8.4s
Laguna S 2.1	100%	$0.0002	22.4s
DeepSeek V4 Flash (Reasoning)	100%	$0.0002	9.7s
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0007	2.9s
GPT-5.4 Nano	100%	$0.0007	2.9s
GPT-5.4 Nano (Reasoning)	100%	$0.0007	2.7s

	Score	Cost	Speed	Stability
Mistral NeMO	100%	$0.0002	1.6s	100%
Ministral 3B	100%	$0.0000	2.0s	100%
Gemini 2.5 Flash Lite	100%	$0.0003	1.6s	100%
Ministral 3 3B	100%	$0.0001	2.3s	100%
Ministral 3 8B	100%	$0.0002	3.2s	100%
Ministral 8B	100%	$0.0001	3.4s	100%
Mistral Small 4	100%	$0.0004	2.9s	100%
GPT-4.1 Nano	100%	$0.0003	3.6s	100%
Gemini 3.1 Flash Lite (Preview)	100%	$0.0009	1.8s	100%
Gemini 3.1 Flash Lite	100%	$0.0009	1.8s	100%
GPT-5.4 Nano (Reasoning)	100%	$0.0007	2.7s	100%
GPT-5.4 Nano	100%	$0.0007	2.9s	100%
GPT-5.4 Nano (Reasoning, Low)	100%	$0.0007	2.9s	100%
Inception Mercury 2	100%	$0.0013	1.5s	100%
Mistral Small 3.2 24B	100%	$0.0002	4.6s	100%
Gemma 3 4B	100%	$0.0001	5.2s	100%
Gemini 3.5 Flash Lite (Reasoning, Minimal)	100%	$0.0014	1.4s	100%
Gemini 3.1 Flash Lite (Reasoning)	100%	$0.0009	2.9s	100%
Gemini 3.5 Flash Lite (Reasoning)	100%	$0.0014	1.4s	100%
Gemini 2.5 Flash	100%	$0.0014	2.1s	100%

Median	Evaluator	Top 3	Flop 3
100.0%	Name replacement accuracy	100ByteDance Seed 1.6 100Claude Haiku 4.5 100GPT-5.1	71Hermes 3 70B 81Nemotron 3 Nano 86Hermes 3 405B
100.0%	No remaining old names	100Claude Opus 4.6 100GPT-4.1 100ByteDance Seed 2.0 Lite	71Hermes 3 70B 86DeepSeek V3 (2025-03-24)
100.0%	Non-name text preserved	100Gemini 3.6 Flash (Reasoning) 100Gemma 3 27B 100Gemma 3 4B	71Hermes 3 70B 84Nemotron 3 Nano 86Hermes 3 405B

Text Replacement

Character rename: Elena->Mirabel, Gregor->Aldric

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
120	GPT-5.6 Sol (Reasoning)	$0.018	4.6s	100%	100	100	100	100	100	100	100	100%
124	Claude Opus 4.6 (Reasoning)	$0.018	5.9s	100%	100	100	100	100	100	100	100	100%
122	Gemini 3.6 Flash (Reasoning)	$0.017	7.7s	100%	100	100	100	100	100	100	100	100%
152	Qwen3.7 Max	$0.023	40.4s	100%	100	100	100	100	100	100	100	100%
88	Grok 4.5 (Reasoning, High)	$0.0077	10.4s	100%	100	100	100	100	100	100	100	100%
149	Gemini 3.1 Pro (Preview)	$0.023	21.2s	100%	100	100	100	100	100	100	100	100%
93	GPT-5.4 (Reasoning)	$0.0096	6.7s	100%	100	100	100	100	100	100	100	100%
72	Muse Spark 1.1 (Reasoning, Medium)	$0.0069	7.9s	100%	100	100	100	100	100	100	100	100%
130	Z.AI GLM 5.1	$0.0086	36.8s	100%	100	100	100	100	100	100	100	100%
159	Qwen3.6 Max Preview	$0.025	1.4m	100%	100	100	100	100	100	100	100	100%
128	GPT-5.5 (Reasoning)	$0.019	5.8s	100%	100	100	100	100	100	100	100	100%
146	Claude Sonnet 4.6 (Reasoning)	$0.022	12.3s	100%	100	100	100	100	100	100	100	100%
65	Z.AI GLM 5.2 (Reasoning, High)	$0.0037	11.6s	100%	100	100	100	100	100	100	100	100%
127	Gemini 3.5 Flash (Reasoning)	$0.018	7.6s	100%	100	100	100	100	100	100	100	100%
73	Z.AI GLM 5 Turbo	$0.0054	12.4s	100%	100	100	100	100	100	100	100	100%
125	MoonshotAI: Kimi K3 (Reasoning, High)	$0.013	21.8s	100%	100	100	100	100	100	100	100	100%
155	MoonshotAI: Kimi K2.6	$0.0100	1.6m	100%	100	100	100	100	100	100	100	100%
135	Claude Opus 4.7 (Reasoning)	$0.023	3.9s	100%	100	100	100	100	100	100	100	100%
123	GPT-5.5 (Reasoning, Low)	$0.018	5.3s	100%	100	100	100	100	100	100	100	100%
74	GPT-5.6 Terra (Reasoning)	$0.0089	2.6s	100%	100	100	100	100	100	100	100	100%
139	Claude Opus 4.8 (Reasoning)	$0.023	6.8s	100%	100	100	100	100	100	100	100	100%
117	Claude Opus 4.6	$0.017	5.4s	100%	100	100	100	100	100	100	100	100%
111	MoonshotAI: Kimi K3 (Reasoning, Low)	$0.011	18.6s	100%	100	100	100	100	100	100	100	100%
142	Claude Opus 5 (Reasoning, Low)	$0.023	7.8s	100%	100	100	100	100	100	100	100	100%
138	Claude Opus 4.8 (Reasoning, Low)	$0.023	6.9s	100%	100	100	100	100	100	100	100	100%
150	GPT-5	$0.024	34.6s	100%	100	100	100	100	100	100	100	100%
60	Muse Spark 1.1 (Reasoning, Minimal)	$0.0053	5.4s	100%	100	100	100	100	100	100	100	100%
69	GPT-5 Mini	$0.0027	17.8s	100%	100	100	100	100	100	100	100	100%
143	Claude Opus 5 (Reasoning)	$0.023	7.8s	100%	100	100	100	100	100	100	100	100%
156	Qwen 3.5 397B A17B	$0.0050	2.2m	100%	100	100	100	100	100	100	100	100%
68	Grok 4.5 (Reasoning, Low)	$0.0056	7.8s	100%	100	100	100	100	100	100	100	100%
86	GPT-5.4 (Reasoning, Low)	$0.0090	5.3s	100%	100	100	100	100	100	100	100	100%
83	Grok 4.20 (Reasoning)	$0.0051	15.8s	100%	100	100	100	100	100	100	100	100%
151	MoonshotAI: Kimi K2.5	$0.0069	1.4m	100%	100	100	100	100	100	100	100	100%
133	Thinking Machines Inkling (Reasoning)	$0.0067	49.9s	100%	100	100	100	100	100	100	100	100%
119	GPT-5.6 Sol	$0.018	4.0s	100%	100	100	100	100	100	100	100	100%
97	GPT-5.1	$0.0096	8.9s	100%	100	100	100	100	100	100	100	100%
91	Claude Sonnet 4.6	$0.010	4.3s	100%	100	100	100	100	100	100	100	100%
44	GPT-5.6 Luna (Reasoning)	$0.0036	3.4s	100%	100	100	100	100	100	100	100	100%
49	MiniMax M3	$0.0010	14.8s	100%	100	100	100	100	100	100	100	100%
99	Claude Sonnet 5 (Reasoning)	$0.0094	10.5s	100%	100	100	100	100	100	100	100	100%
129	Qwen 3.5 122B	$0.012	26.9s	100%	100	100	100	100	100	100	100	100%
96	Claude Sonnet 5 (Reasoning, Low)	$0.0095	8.6s	100%	100	100	100	100	100	100	100	100%
113	Qwen 3.5 27B	$0.0075	30.1s	100%	100	100	100	100	100	100	100	100%
140	Claude Opus 5	$0.023	7.6s	100%	100	100	100	100	100	100	100	100%
81	Gemini 3 Flash (Preview, Reasoning)	$0.0065	10.3s	100%	100	100	100	100	100	100	100	100%
136	Claude Opus 4.7	$0.023	4.0s	100%	100	100	100	100	100	100	100	100%
38	GPT-5.4 Mini (Reasoning)	$0.0030	3.3s	100%	100	100	100	100	100	100	100	100%
148	Qwen 3.5 Plus (2026-04-20)	$0.0087	1.0m	100%	100	100	100	100	100	100	100	100%
145	Gemma 4 31B (Reasoning)	$0.0007	1.2m	100%	100	100	100	100	100	100	100	100%
116	Claude Opus 4.5	$0.017	5.2s	100%	100	100	100	100	100	100	100	100%
118	Z.AI GLM 5	$0.0068	35.3s	100%	100	100	100	100	100	100	100	100%
103	ByteDance Seed 1.6	$0.0031	31.7s	100%	100	100	100	100	100	100	100	100%
71	GPT-5.2	$0.0079	4.9s	100%	100	100	100	100	100	100	100	100%
121	GPT-5.5	$0.018	4.8s	100%	100	100	100	100	100	100	100	100%
80	Qwen 3.6 Flash	$0.0049	14.7s	100%	100	100	100	100	100	100	100	100%
104	DeepSeek V4 Pro (Reasoning)	$0.0023	34.2s	100%	100	100	100	100	100	100	100	100%
153	Gemma 4 26B (Reasoning)	$0.0008	1.8m	100%	100	100	100	100	100	100	100	100%
115	Aion 3.0	$0.0090	26.9s	100%	100	100	100	100	100	100	100	100%
137	o4 Mini High	$0.016	24.7s	100%	100	100	100	100	100	100	100	100%
147	Gemini 2.5 Pro	$0.021	15.9s	100%	100	100	100	100	100	100	100	100%
144	Qwen 3.6 27B	$0.011	42.8s	100%	100	100	100	100	100	100	100	100%
77	GPT-5.6 Terra	$0.0089	3.1s	100%	100	100	100	100	100	100	100	100%
31	DeepSeek V4 Flash (Reasoning)	$0.0002	9.7s	100%	100	100	100	100	100	100	100	100%
107	Z.AI GLM 4.7	$0.0045	30.4s	100%	100	100	100	100	100	100	100	100%
102	Qwen 3.6 35B	$0.0053	25.1s	100%	100	100	100	100	100	100	100	100%
76	Z.AI GLM 4.6	$0.0032	19.2s	100%	100	100	100	100	100	100	100	100%
94	Claude Sonnet 4	$0.010	5.7s	100%	100	100	100	100	100	100	100	100%
92	Claude Sonnet 4.5	$0.010	4.8s	100%	100	100	100	100	100	100	100	100%
95	Claude Sonnet 5	$0.0092	8.9s	100%	100	100	100	100	100	100	100	100%
158	Claude Opus 4	$0.050	7.5s	100%	100	100	100	100	100	100	100	100%
112	Qwen 3.5 35B	$0.0088	25.5s	100%	100	100	100	100	100	100	100	100%
54	GPT-4.1	$0.0051	4.5s	100%	100	100	100	100	100	100	100	100%
131	MiniMax M2.5	$0.0022	58.3s	100%	100	100	100	100	100	100	100	100%
45	Gemini 3.6 Flash (Reasoning, Minimal)	$0.0047	2.1s	100%	100	100	100	100	100	100	100	100%
98	Aion 2.0	$0.0026	29.8s	100%	100	100	100	100	100	100	100	100%
101	o4 Mini	$0.0080	16.1s	100%	100	100	100	100	100	100	100	100%
134	MiniMax M2.7	$0.0050	54.9s	100%	100	100	100	100	100	100	100	100%
35	Qwen 3.5 Plus (2026-02-15)	$0.0015	7.1s	100%	100	100	100	100	100	100	100	100%
64	Xiaomi MIMO v2.5 Pro	$0.0030	13.4s	100%	100	100	100	100	100	100	100	100%
18	Gemini 3.1 Flash Lite (Reasoning)	$0.0009	2.9s	100%	100	100	100	100	100	100	100	100%
51	Gemini 3.5 Flash (Reasoning, Minimal)	$0.0054	2.6s	100%	100	100	100	100	100	100	100	100%
110	ByteDance Seed 2.0 Mini	$0.0009	46.4s	100%	100	100	100	100	100	100	100	100%
26	Gemini 3 Flash (Preview)	$0.0018	4.2s	100%	100	100	100	100	100	100	100	100%
9	Gemini 3.1 Flash Lite (Preview)	$0.0009	1.8s	100%	100	100	100	100	100	100	100	100%
75	Gemma 4 31B	$0.0003	27.4s	100%	100	100	100	100	100	100	100	100%
10	Gemini 3.1 Flash Lite	$0.0009	1.8s	100%	100	100	100	100	100	100	100	100%
42	GPT-5.6 Luna	$0.0035	2.7s	100%	100	100	100	100	100	100	100	100%
89	Z.AI GLM 4.5	$0.0029	24.3s	100%	100	100	100	100	100	100	100	100%
52	Gemma 4 26B	$0.0003	17.5s	100%	100	100	100	100	100	100	100	100%
109	GPT-OSS 120B	$0.0007	45.5s	100%	100	100	100	100	100	100	100	100%
17	Gemini 3.5 Flash Lite (Reasoning, Minimal)	$0.0014	1.4s	100%	100	100	100	100	100	100	100	100%
19	Gemini 3.5 Flash Lite (Reasoning)	$0.0014	1.4s	100%	100	100	100	100	100	100	100	100%
85	GPT-5.4	$0.0089	5.3s	100%	100	100	100	100	100	100	100	100%
33	Mistral Large 3	$0.0010	7.9s	100%	100	100	100	100	100	100	100	100%
100	ByteDance Seed 2.0 Lite	$0.0027	30.6s	100%	100	100	100	100	100	100	100	100%
50	Gemini 2.5 Flash (Reasoning)	$0.0039	6.4s	100%	100	100	100	100	100	100	100	100%
46	DeepSeek-V2 Chat	$0.0007	14.2s	100%	100	100	100	100	100	100	100	100%
114	Qwen 3.5 9B	$0.0007	49.9s	100%	100	100	100	100	100	100	100	100%
57	Xiaomi MIMO v2.5	$0.0028	11.6s	100%	100	100	100	100	100	100	100	100%
126	Aion 3.0 Mini	$0.0032	50.5s	100%	100	100	100	100	100	100	100	100%
30	GPT-5.4 Mini (Reasoning, Low)	$0.0027	2.1s	100%	100	100	100	100	100	100	100	100%
41	Claude Haiku 4.5	$0.0034	2.7s	100%	100	100	100	100	100	100	100	100%
25	Gemini 2.5 Flash Lite (Reasoning)	$0.0009	6.3s	100%	100	100	100	100	100	100	100	100%
47	DeepSeek V3 (2024-12-26)	$0.0007	15.1s	100%	100	100	100	100	100	100	100	100%
67	DeepSeek V3.1	$0.0006	21.3s	100%	100	100	100	100	100	100	100	100%
84	DeepSeek V3.2	$0.0003	29.5s	100%	100	100	100	100	100	100	100	100%
141	Z.AI GLM 4.7 Flash	$0.0012	1.2m	100%	100	100	100	100	100	100	100	100%
63	GPT-4o, Aug. 6th (temp=0)	$0.0064	2.5s	100%	100	100	100	100	100	100	100	100%
78	DeepSeek V4 Pro	$0.0009	26.1s	100%	100	100	100	100	100	100	100	100%
21	DeepSeek V4 Flash	$0.0002	6.8s	100%	100	100	100	100	100	100	100	100%
14	Inception Mercury 2	$0.0013	1.5s	100%	100	100	100	100	100	100	100	100%
70	Nemotron 3 Super	$0.0000	26.0s	100%	100	100	100	100	100	100	100	100%
56	Mistral Large 2	$0.0042	7.4s	100%	100	100	100	100	100	100	100	100%
24	GPT-4.1 Mini	$0.0010	5.7s	100%	100	100	100	100	100	100	100	100%
62	GPT-4o, Aug. 6th (temp=1)	$0.0064	2.5s	100%	100	100	100	100	100	100	100	100%
27	Grok 4.20	$0.0019	4.1s	100%	100	100	100	100	100	100	100	100%
59	Z.AI GLM 4.5 Air	$0.0010	17.7s	100%	100	100	100	100	100	100	100	100%
20	Gemini 2.5 Flash	$0.0014	2.1s	100%	100	100	100	100	100	100	100	100%
29	GPT-5.4 Mini	$0.0027	1.9s	100%	100	100	100	100	100	100	100	100%
82	GPT-5 Nano	$0.0013	25.6s	100%	100	100	100	100	100	100	100	100%
11	GPT-5.4 Nano (Reasoning)	$0.0007	2.7s	100%	100	100	100	100	100	100	100	100%
66	Laguna S 2.1	$0.0002	22.4s	100%	100	100	100	100	100	100	100	100%
3	Gemini 2.5 Flash Lite	$0.0003	1.6s	100%	100	100	100	100	100	100	100	100%
61	Mistral Small 4 (Reasoning)	$0.0017	15.7s	100%	100	100	100	100	100	100	100	100%
79	Qwen 3 32B	$0.0007	27.0s	100%	100	100	100	100	100	100	100	100%
48	Writer: Palmyra X5	$0.0035	7.5s	100%	100	100	100	100	100	100	100	100%
58	Qwen3 235B A22B Instruct 2507	$0.0004	19.5s	100%	100	100	100	100	100	100	100	100%
28	Grok 4.3	$0.0019	4.1s	100%	100	100	100	100	100	100	100	100%
32	GPT-4o Mini (temp=1)	$0.0004	9.5s	100%	100	100	100	100	100	100	100	100%
13	GPT-5.4 Nano (Reasoning, Low)	$0.0007	2.9s	100%	100	100	100	100	100	100	100	100%
40	Llama 3.1 70B	$0.0004	11.0s	100%	100	100	100	100	100	100	100	100%
15	Mistral Small 3.2 24B	$0.0002	4.6s	100%	100	100	100	100	100	100	100	100%
34	GPT-4o Mini (temp=0)	$0.0004	9.8s	100%	100	100	100	100	100	100	100	100%
39	Mistral Medium 3.1	$0.0012	8.7s	100%	100	100	100	100	100	100	100	100%
23	Gemma 3 12B	$0.0001	8.4s	100%	100	100	100	100	100	100	100	100%
53	Gemma 3 27B	$0.0002	18.4s	100%	100	100	100	100	100	100	100	100%
22	Laguna XS 2.1	$0.0002	7.0s	100%	100	100	100	100	100	100	100	100%
7	Mistral Small 4	$0.0004	2.9s	100%	100	100	100	100	100	100	100	100%
55	Thinking Machines Inkling	$0.0026	11.9s	100%	100	100	100	100	100	100	100	100%
36	Qwen 2.5 72B	$0.0003	10.5s	100%	100	100	100	100	100	100	100	100%
43	Cydonia 24B V4.1	$0.0004	12.0s	100%	100	100	100	100	100	100	100	100%
12	GPT-5.4 Nano	$0.0007	2.9s	100%	100	100	100	100	100	100	100	100%
90	WizardLM 2 8x22b	$0.0007	31.2s	100%	100	100	100	100	100	100	100	100%
37	ByteDance Seed 1.6 Flash	$0.0006	10.3s	100%	100	100	100	100	100	100	100	100%
5	Ministral 3 8B	$0.0002	3.2s	100%	100	100	100	100	100	100	100	100%
8	GPT-4.1 Nano	$0.0003	3.6s	100%	100	100	100	100	100	100	100	100%
87	Cohere Command R+ (Aug. 2024)	$0.0067	13.1s	100%	100	100	100	100	100	100	100	100%
16	Gemma 3 4B	$0.0001	5.2s	100%	100	100	100	100	100	100	100	100%
4	Ministral 3 3B	$0.0001	2.3s	100%	100	100	100	100	100	100	100	100%
1	Mistral NeMO	$0.0002	1.6s	100%	100	100	100	100	100	100	100	100%
6	Ministral 8B	$0.0001	3.4s	100%	100	100	100	100	100	100	100	100%
2	Ministral 3B	$0.0000	2.0s	100%	100	100	100	100	100	100	100	100%
108	Grok 4.3 (Reasoning)	$0.0058	23.0s	98%	100	100	100	100	100	100	97	100%
105	Qwen 3.5 Flash	$0.0018	31.0s	98%	100	100	100	100	100	100	97	100%
132	Ministral 3 14B	$0.0002	4.3s	77%	100	100	100	100	100	100	67	95%
106	Arcee AI: Trinity Mini	$0.0002	5.1s	94%	95	95	95	95	95	95	93	95%
154	DeepSeek V3 (2025-03-24)	$0.0008	23.6s	68%	100	100	100	100	100	100	54	93%
157	Hermes 3 405B	$0.0011	24.2s	53%	100	100	100	100	100	100	33	90%
160	Nemotron 3 Nano	$0.0008	1.4m	66%	100	100	100	100	95	65	58	88%
161	Hermes 3 70B	$0.0017	2.4m	10%	100	100	100	100	100	0	0	71%
99.58%