Which models rank highest on these new benchmarks?

Claude Fable 5 leads all eight indices. Claude Opus 4.8 comes in second in six categories, while OpenAI's GPT-5.5 (xhigh) takes second in the remaining two. Among open-weights models, GLM-5.2 (max) leads in five of six industry indices.

How much cheaper are alternatives to Claude Fable 5?

DeepSeek V4 Flash (max) handles tasks across all six indices for less than $0.04 per task, while Claude Fable 5 costs $3.48 per task in the Strategy & Ops Index—over 100 times more for a lead of just 12 points.

How were these benchmarks designed?

The methodology is based on occupational classifications from the US O*NET system. Domain-specific skills are derived from job tasks in each field, and benchmarks are weighted by how often a skill shows up in that industry.

Back to articlesLarge Language Models

Large Language Models

Claude Fable 5 leads AI benchmarks, but costs 100× more than rivals

THE DECODER2h ago

Key takeaway

Artificial Analysis released six new industry-specific AI benchmarks, and Anthropic's Claude Fable 5 topped all eight performance indices. However, Claude Fable 5 costs $3.48 per task in one benchmark—over 100 times more than DeepSeek V4 Pro (max) at $0.03—raising questions about whether the performance gain justifies the premium for enterprises.

Summaries like this, in your inbox every morning.

3 Key Points

What happened
Artificial Analysis released six new industry-specific performance indices (Finance & Accounting, Legal, Healthcare & Medical, Strategy & Ops, Engineering, Economics) comparing AI models. Anthropic's Claude Fable 5 leads all eight indices, followed by Claude Opus 4.8 in six categories and OpenAI's GPT-5.5 in two. Among open-weights models, GLM-5.2 (max) leads in five of six industry indices.
Why it matters
Top performance comes at a steep price premium. Claude Fable 5 costs $3.48 per task in the Strategy & Ops Index—over 100 times more than DeepSeek V4 Pro (max) at $0.03—for only a 12-point performance lead. Businesses may need to weigh whether the quality edge justifies the cost, or opt to pair cheaper models together for better value per dollar.
What to watch
DeepSeek V4 Flash (max) handles tasks across all six indices for less than $0.04 per task with mid-range performance. Full indices, weightings, and methodology are available on the Artificial Analysis website.

Context & Analysis

Artificial Analysis's new industry-specific capability indices provide a granular performance picture across domains like finance, law, and medicine. The findings align with independent data from LMArena, where Claude Fable 5 holds first place in the Text Arena, Code Arena, and Agent Arena—a rare achievement for a single lab across all three main categories. This consistency suggests that Fable 5's performance edge is durable across different evaluation methods.

However, the cost analysis exposes a central tension in frontier AI adoption. While Claude Fable 5 delivers measurable performance gains, the price premium appears difficult to justify for many enterprise use cases, particularly where a mid-range model like DeepSeek V4 Flash can solve the same tasks for a fraction of the cost. The body notes that one practical strategy already emerging is pairing models together—using a capable orchestrator to hand off tasks to cheaper worker models that deliver better value per dollar. This suggests that the high cost of frontier models may push enterprises toward hybrid strategies rather than outright adoption of premium APIs, and open-weights alternatives like GLM-5.2 (max) could capture meaningful share in cost-sensitive segments.

FAQ

Which models rank highest on these new benchmarks?: Claude Fable 5 leads all eight indices. Claude Opus 4.8 comes in second in six categories, while OpenAI's GPT-5.5 (xhigh) takes second in the remaining two. Among open-weights models, GLM-5.2 (max) leads in five of six industry indices.
How much cheaper are alternatives to Claude Fable 5?: DeepSeek V4 Flash (max) handles tasks across all six indices for less than $0.04 per task, while Claude Fable 5 costs $3.48 per task in the Strategy & Ops Index—over 100 times more for a lead of just 12 points.
How were these benchmarks designed?: The methodology is based on occupational classifications from the US O*NET system. Domain-specific skills are derived from job tasks in each field, and benchmarks are weighted by how often a skill shows up in that industry.

Discussion

No comments yet. Be the first to share your thoughts!

xAI releases Grok 4.5, undercutting rivals on price despite mixed benchmark results

THE DECODER59m ago

General Intuition raises $320M to build foundation model for robotics

TechCrunch AI59m ago

Generative AI in movies projected to hit $1.03 billion（約1600億円） by 2030

Hacker News2h ago

Stay ahead with AI news

Get curated AI news from 200+ sources delivered daily to your inbox. Free to use.

Get Started Free

Free · takes 30 seconds · unsubscribe anytime

1 minute a day. The AI essentials.

200+ sources · Email / LINE / Slack

Get it free →