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cost optimization

Budgeting AI Video by the Second: A Campaign Planning Template

Producers and marketing leads planning AI video campaigns need a budget that survives the client call, yet Wan3.

Wan3.0 vs. Wan3.0-Prime: Speed, Price, and Which One Your Workflow Needs

Every video team on Alibaba Cloud Model Studio now faces a model choice: run Wan3.0 on wan3.0-video, or pay more for wan3.

How a Video Team Runs Wan3.0 in Production: Pipeline, Review Gates, Reliability

Every marketing ops lead moving Wan3.0 into a monthly delivery commitment faces the same question: how do you turn a model that can make the final cut...

How to Prioritize AI Use Cases Before 2027: Six Types and One 2x2

Every strategy and PMO director writing the 2027 plan faces the same backlog: ideas from every function, all labeled AI, with no common unit.

Prompt, RAG, or Fine-Tune? A Decision Guide Priced in Dollars

Every AI engineering lead with failing answers faces the same budget call: fix them with a better prompt, retrieval, or a fine-tuned Qwen model on Ali...

Should This Workflow Be an Agent? A Three-Question Test Before You Build

Operations and product leaders are probably holding two kinds of agent requests: one to agentify a process that already works, one from a team drowning in exceptions.

LLM Token Pricing 101: What a Token Costs and How to Forecast the Bill

Every FinOps lead and engineering manager running Qwen on Alibaba Cloud Model Studio faces the same budget question: what will each workload actually ...

Model Routing Explained: Send Each Request to the Cheapest Model That Passes

Every platform team serving Qwen at volume faces the same choice: send every request to the flagship, or route each one to the cheapest model that pas...

Open Weights vs. Managed API: Which Qwen Deployment Fits a Regulated Enterprise?

Every regulated enterprise running AI faces the same question: run Qwen open weights on infrastructure you control, or call Qwen through a managed API...

Choosing the Right Model for Your Work: A Guide to the Qwen Series

This article provides a practical guide to selecting the optimal Qwen model tier for specific tasks to balance performance and cost.

Agents Bleeding Tokens? Agentic OS (ANOLISA) Shows You Every Line of the Token Bill

This article introduces AgentSight, an observability widget in Agentic OS that visualizes and optimizes AI agent token consumption.

Say Goodbye to High Outbound Fees: LoongCollector + CDN Build Low-Cost Cross-Cloud Real-Time Observability Data Collection

This article introduces a low-cost cross cloud real-time observability data collection solution using LoongCollector combined with CDN to dramatically cut outbound traffic.

Self-Hosted GPU or Model-as-a-Service? A Strategic Guide for AI Leaders

This article offers a framework for choosing between self-hosted GPUs and MaaS for LLM inference by weighing cost, data, engineering, and scalability tradeoffs.

Fast and Cost-effective: The New Version of SLS LogReduce, an Intelligent Engine That Discovers Patterns from Massive Logs

This article introduces the new version of Alibaba Cloud SLS LogReduce, an intelligent log analysis engine that discovers patterns from massive logs in real time with zero index overhead.

Analyze, Manage and Optimize Your Cloud Costs with Alibaba Cloud FinOps Solution

The article discusses how Alibaba Cloud FinOps solution can help organizations manage and optimize their cloud costs.

Design and Build FinOps Processes, Teams, Systems, and Goals

This article introduces FinOps as a flexible approach to cloud cost optimization that combines technology with business strategy.

Friday Q&A - Week 4 - Cost Control On Alibaba Cloud: Getting More For Your Dollar (Part 1)

Learn how to get more for less by taking advantage of the correct mix of storage, compute, and networking payment methods.

Friday Q&A - Week 5 - Cost Control On Alibaba Cloud: Getting More For Your Dollar (Part 2)

Learn how to get more for less by optimizing your usage of Alibaba Cloud services