Score the frontier.

CyberOffense score first, price second. DeepSeek V4.1 Flash is the top open-weight model on the offensive range. Pick a family, set your monthly tokens, then rank by value, score, or lowest bill.

54 frontier models 22 with CyberOffense 46 with CyberBench 27 with CyberGym 18 frontier providers

Model family

Cyber benchmark

Rank by

Input, M tokens/month

Output, M tokens/month

Presets

Best cyber value at this volume UberLLM DeepSeek V4.1 Flash Uncensored CyberOffense score 72.8 · 24.3 pts/$

Monthly bill $3.00

#	Provider	Frontier model	CyberOffense	In / out per 1M	Monthly	Value
01	uncensoredllm.ai	GLM-5.3 Flash Uncensored GLM 5.3	19.2 CyberOffense	$0.109 / $0.380	$2.04	9.4pts/$
02	Refuseless	GLM 5.3 Flash Abliterated GLM 5.3	19.2 CyberOffense	$0.150 / $0.500	$2.75	7.0pts/$
03	NanoGPT	GLM 5.3 Flash Apex Abliterated GLM 5.3	19.2 CyberOffense	$0.150 / $0.500	$2.75	7.0pts/$
04	Experiential Labs	GLM-5.3 Flash Uncensored GLM 5.3	19.2 CyberOffense	$0.150 / $0.500	$2.75	7.0pts/$
05	Dreamtune	GLM 5.3 Flash Abliterated GLM 5.3	19.2 CyberOffense	$0.250 / $0.800	$4.50	4.3pts/$
06	Unlid	GLM 5.3 Flash Uncensored GLM 5.3	19.2 CyberOffense	$0.240 / $0.960	$4.80	4.0pts/$
07	Silk Compute	GLM-5.3 Flash Uncensored GLM 5.3	19.2 CyberOffense	$0.240 / $1.00	$4.90	3.9pts/$
08	uncensoredllm.ai	GLM-5.3 Uncensored GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$0.282 / $0.846	$4.93	-pts/$
09	MagmaRouter	GLM 5.3 Flash Xploded GLM 5.3	19.2 CyberOffense	$0.300 / $1.00	$5.50	3.5pts/$
10	OrcaRouter	OrcaCyber: GLM 5.3 Flash Abliterated GLM 5.3	- No CyberOffense	$0.800 / $1.60	$12.00	-pts/$
11	Outrun	GLM-5.3 Abliterated GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$1.40 / $1.40	$17.50	-pts/$
12	Refuseless	GLM 5.3 Abliterated GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$1.25 / $2.25	$18.13	-pts/$
13	uncensoredllm.ai	GLM-5.3 Flash Abliterated GLM 5.3	19.2 CyberOffense	$1.71 / $1.71	$21.34	0.9pts/$
14	Dreamtune	GLM 5.3 Abliterated GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$2.00 / $3.00	$27.50	-pts/$
15	Silk Compute	GLM-5.3 Uncensored GLM 5.3	- No CyberOffense CyberGym 84.5	$2.00 / $4.00	$30.00	-pts/$
16	MagmaRouter	GLM 5.3 Xploded GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$2.00 / $5.00	$32.50	-pts/$
17	Outrun	GLM-5.3 Uncensored (route 3) GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$2.50 / $4.50	$36.25	-pts/$
18	Abliteration.ai	Abliterated Large v2 (GLM-5.3) GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$3.00 / $5.00	$42.50	-pts/$
19	Venice.ai	Abliterated Large V2 GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$3.00 / $5.00	$42.50	-pts/$
20	PPQ.ai	Abliterated Large V2 GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$3.17 / $5.28	$44.84	-pts/$
21	Dagon Inference	Abliterated Large V2 GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$3.30 / $5.50	$46.75	-pts/$
22	Unlid	Abliterated Large v2 (GLM 5.3 base) GLM 5.3	- No CyberOffense CyberGym 84.5 · ExploitBench 54.4	$3.60 / $6.00	$51.00	-pts/$
23	UberLLM	DeepSeek V4.1 Flash Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.150 / $0.600	$3.00	24.3pts/$
24	Refuseless	DeepSeek V4.1 Flash 1017 Abliterated DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.220 / $0.750	$4.08	17.9pts/$
25	Experiential Labs	DeepSeek V4.1 Flash Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.225 / $0.900	$4.50	16.2pts/$
26	Silk Compute	DeepSeek V4.1 Flash 1017 Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.280 / $1.00	$5.30	13.7pts/$
27	JarvisLabs	DeepSeek V4.1 Flash Cyber DeepSeek V4.1	- No CyberOffense	$0.300 / $1.00	$5.50	-pts/$
28	uncensored.com	DeepSeek V4.1 Flash Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.300 / $1.20	$6.00	12.1pts/$
29	Outrun	DeepSeek V4 Pro Uncensored DeepSeek V4.1	- No CyberOffense	$0.500 / $0.500	$6.25	-pts/$
30	Venice.ai	DeepSeek V4.1 Flash Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.330 / $1.32	$6.60	11.0pts/$
31	Venice.ai	DeepSeek V4.1 Flash 1017 Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.330 / $1.32	$6.60	11.0pts/$
32	PPQ.ai	DeepSeek V4.1 Flash Uncensored DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.348 / $1.39	$6.96	10.5pts/$
33	Dreamtune	DeepSeek V4.1 Flash Abliterated DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.600 / $1.60	$10.00	7.3pts/$
34	OrcaRouter	OrcaCyber: DeepSeek V4.1 Flash Abliterated DeepSeek V4.1	- No CyberOffense Vendor CyberGym 88.1	$0.800 / $1.60	$12.00	-pts/$
35	uncensoredllm.ai	DeepSeek V4.1 Flash Abliterated DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.849 / $1.70	$12.73	5.7pts/$
36	Outrun	DeepSeek V4.1 Flash Uncensored 1017 DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$0.660 / $2.64	$13.20	5.5pts/$
37	Abliteration.ai	Abliterated Large Flash (DeepSeek V4.1 Flash) DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$1.00 / $2.00	$15.00	4.9pts/$
38	NanoGPT	Abliterated Large Flash DeepSeek V4.1	- No CyberOffense	$1.00 / $2.00	$15.00	-pts/$
39	Dagon Inference	Abliterated Large Flash DeepSeek V4.1	- No CyberOffense	$1.00 / $2.20	$15.50	-pts/$
40	MagmaRouter	DeepSeek V4.1 Flash 1017 Xploded DeepSeek V4.1	72.8 CyberOffense CyberGym 88.1	$1.00 / $2.50	$16.25	4.5pts/$
41	Venice.ai	Abliterated Large Flash DeepSeek V4.1	- No CyberOffense	$1.25 / $2.50	$18.75	-pts/$
42	PPQ.ai	Abliterated Large Flash DeepSeek V4.1	- No CyberOffense	$1.32 / $2.64	$19.78	-pts/$
43	Unlid	Qwen3.8 27B Uncensored Qwen3.8	- No CyberOffense	$0.300 / $1.80	$7.50	-pts/$
44	OrcaRouter	OrcaCyber: Qwen3.8 Flash Next Abliterated Qwen3.8	- No CyberOffense	$0.800 / $1.60	$12.00	-pts/$
45	Unlid	Qwen3.8 27B Uncensored Thinking Qwen3.8	- No CyberOffense	$1.20 / $3.60	$21.00	-pts/$
46	MagmaRouter	Qwen3.8 27B Xploded Qwen3.8	- No CyberOffense	$1.50 / $5.00	$27.50	-pts/$
47	MagmaRouter	Qwen3.8 27B Ultrafast Xploded Qwen3.8	- No CyberOffense	$1.75 / $5.50	$31.25	-pts/$
48	Unlid	Qwen3.8 27B Abliterated Qwen3.8	- No CyberOffense	$1.20 / $9.00	$34.50	-pts/$
49	OrcaRouter	OrcaCyber: MiMo V2.6 Flash Abliterated MiMo V2.6	- No CyberOffense Vendor CyberGym 95.1	$0.800 / $1.60	$12.00	-pts/$
50	MagmaRouter	MiMo V2.6 Flash Xploded MiMo V2.6	- No CyberOffense	$1.00 / $2.00	$15.00	-pts/$
51	Featherless	Qwen3.5 27B Abliterated Other frontier	- No CyberOffense	$0.300 / $2.40	$9.00	-pts/$
52	Unlid	Qwen3.5 27B Abliterated Other frontier	- No CyberOffense	$0.360 / $2.88	$10.80	-pts/$
53	Unlid	Qwen3.6 35B A3B Claude Opus Abliterated Other frontier	- No CyberOffense	$0.480 / $4.80	$16.80	-pts/$
54	Silk Compute	Kimi K3.1 Uncensored Other frontier	- No CyberOffense	$2.00 / $10.00	$45.00	-pts/$

CyberOffense (Vals AI, Oct 2026) runs autonomous agents against two simulated company networks. DeepSeek V4.1 Flash 1017 completes 72.8% of objectives, #2 overall and #1 open-weight, behind only GPT-6 Sol Daybreak, which is restricted. CyberGym measures vulnerability discovery and exploitation; GLM-5.3 scores 84.5 there and 54.4 on ExploitBench. CyberBench v1.1 measures defensive bug-finding and patching. These are different tests and are never mixed in one ranking. Abliterated and uncensored variants inherit the published base-model score. Models without a published score for the selected benchmark are not ranked by value. OrcaCyber Zero and Ultra were not run on CyberOffense or CyberBench; their vendor CyberGym/CVE-Bench scores are shown as a secondary line and excluded from value ranking.

Field note

DeepSeek V4.1 Flash is not just a benchmark result. CrowdStrike’s October 2026 report found an ARTEX intrusion using deepseek-v4.1-flash as its primary backend against South Korean financial firms. Reuters also reported an autonomous campaign whose worker was named claudecode_deepseek-v4.1-flash; the model attribution there was not independently confirmed. Read the documented defense cases.