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Stop Counting Tokens: OpenAI Releases the Scorecard for the AI Era, Calculating ROI per Dollar of Useful Intelligence for CFOs

OpenAI suggests that ROI for AI shouldn't be measured by adoption rate, a traditional software metric. Instead, the real measure is the amount of work actually done by the model. In a July 17 article, it highlights the core economic question: what value does AI investment truly return, emphasizing output effectiveness over user numbers.....

12.8k 5 hours ago

Stop Counting Tokens: OpenAI Releases the Scorecard for the AI Era, Calculating ROI per Dollar of Useful Intelligence for CFOs

Generative AI Users Surpass 600 Million, Trust and Risk Awareness Are Shifting!

The '2025 China Internet User AI Awareness Survey Report' shows that domestic awareness and adoption rate of AI large models are leading globally. However, the public's focus on AI risks has shifted from traditional concerns about privacy and unemployment to deeper anxiety about their own cognitive abilities, reflecting a significant change in attitude under the deep penetration of AI.

14.8k 2 days ago

Anthropic Launches Claude for Small Business, Providing an AI Skill Pack for Small and Medium Enterprises

Anthropic launched the Claude for Small Business automation service suite designed specifically for small and medium enterprises, aiming to reduce the technical barriers and enable small businesses without IT teams to utilize generative AI to enhance productivity. This move marks a shift in the focus of competition in the AI industry from large companies to the underserved market with lower AI adoption rates. The package is deeply integrated into the business ecosystem, helping small neighborhood shops enjoy the benefits of technological progress.

16.4k 2 days ago

Anthropic Launches Claude for Small Business, Providing an AI Skill Pack for Small and Medium Enterprises

China's Generative AI User Base Exceeds 600 Million: Penetration Rate Surpasses 40 Percent, Computing Power Levels Rise to Global Front Rank

China's AIGC user base surged to 602 million by Dec 2025, up 141.7% from 2024, with a 42.8% adoption rate, reflecting rapid growth and widespread adoption.....

16.4k 12 hours ago

AI Products

Userflow

An AI-driven product adoption and user onboarding platform that accelerates user activation, enhances engagement, and improves retention rates.

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8.4k

Overhyped AI

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Claude Opus 4.1

Anthropic

$105

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$525

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200

Context Length

GLM-4.5-AirX

Chatglm

Input tokens/M

Output tokens/M

128

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GLM-4.5-Air

Chatglm

Input tokens/M

Output tokens/M

128

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Gemma 3n E2B Instructed

Google

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Pangu-MM-M2-AIGVideo-1.0.0

Huawei

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GLM-Z1-Air

Chatglm

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Output tokens/M

128

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GLM-Z1-AirX

Chatglm

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128

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MiniMax Hailuo-02 768P

Minimax

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Yi-Lightning

01-ai

$0.99

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$0.99

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MiniMax I2V-01

Minimax

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CogVideoX-Flash

Chatglm

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Gemma 2 9B

Google

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Yi-Medium

01-ai

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Yi-Large

01-ai

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Yi-Large-RAG

01-ai

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Yi-Large-Turbo

01-ai

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Yi-9B-200K

01-ai

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200

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Yi-9B

01-ai

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Yi-6B-Chat

01-ai

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Yi-34B-Chat

01-ai

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