How are XALEN model rankings calculated?

Rankings combine public benchmarks (MMLU, HumanEval, arena scores) with XALEN's internal faith-tech evaluations on sacred text analysis, astrological computation accuracy, and multilingual Indic language quality. Vedika models are specialized agent LLMs that outperform general models on these domain tasks.

Which is the fastest AI model on XALEN?

For raw speed, Vedika Fast and Llama 3.1 8B lead at 800+ tokens/sec. For the best speed-intelligence tradeoff, DeepSeek R1 Distill 70B and Qwen 3 30B are top performers. Check the live rankings for current numbers.

Which model is best for astrology applications?

Vedika Pro Ultra ranks #1 for faith-tech workloads. It's purpose-built with domain training on classical texts, 131 computed yogas, and verse-level citation. For budget-conscious apps, Vedika Standard offers 90% of the quality at 60% of the cost.

Updated Weekly

AI Model Rankings

Based on public benchmarks, internal faith-tech evaluations, and provider performance data. Vedika models are purpose-built for sacred text analysis and outperform general LLMs on domain-specific tasks.

Benchmark data Last reviewed: May 2026 200+ models evaluated

Weekly Usage Trends

Token volume by model over the past 12 weeks. Stacked by total throughput across all XALEN endpoints.

LLM Leaderboard

Top 10 models this week by total tokens served. Ranked by aggregate demand across all XALEN customers.

#	Model	Context	Tokens This Week	Change
1	X Vedika Standard XALEN	128K	3.41B	+12.4%
2	D DeepSeek V4 Pro DeepSeek	128K	2.87B	+8.1%
3	M Llama 4 Maverick Meta	256K	2.14B	+22.7%
4	Q Qwen 3 235B-A22B Alibaba	128K	1.52B	+5.3%
5	X Vedika Fast XALEN	32K	1.18B	+31.2%
6	Mi Mixtral 8x22B Mistral	64K	0.94B	-3.8%
7	G Gemma 3 27B Google	128K	0.71B	+4.1%
8	D DeepSeek R2 DeepSeek	128K	0.58B	—
9	C Command R+ 08 Cohere	128K	0.42B	-6.2%
10	Z GLM-5 Plus Zhipu AI	128K	0.35B	+18.9%

Intelligence vs. Cost

Composite Intelligence Index Score (MMLU-Pro + HumanEval + GPQA + MT-Bench average) plotted against cost per million output tokens.

Fastest Models

Output tokens per second measured on XALEN infrastructure. P50 latency under standard load.

#	Model	Provider	Tokens/sec	Cost / 1M out	Latency (P50)
1	Vedika Fast	XALEN	2,140	$0.30	89ms
2	Llama 4 Scout	Meta	1,820	$0.18	112ms
3	Gemma 3 9B	Google	1,690	$0.10	95ms
4	Mistral Small 3.2	Mistral	1,540	$0.20	124ms
5	Qwen 3 30B-A3B	Alibaba	1,430	$0.14	131ms
6	DeepSeek V4 Lite	DeepSeek	1,320	$0.12	142ms
7	Vedika Standard	XALEN	1,010	$0.60	168ms
8	Mixtral 8x22B	Mistral	890	$0.90	205ms
9	DeepSeek V4 Pro	DeepSeek	710	$2.20	247ms
10	Qwen 3 235B-A22B	Alibaba	590	$1.20	284ms

Category Rankings

Domain-specific performance across key verticals. Scores are composite benchmarks weighted for each category.

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