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# costoptimization

Practical strategies and stories about reducing cloud infrastructure costs.

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Optimizing LLM-Based Chatbots for Cost Efficiency

Optimizing LLM-Based Chatbots for Cost Efficiency

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5 min read
Reducing LLM Costs: Best Practices and Techniques

Reducing LLM Costs: Best Practices and Techniques

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5 min read
Free LLM Tiers: A Comparison Guide

Free LLM Tiers: A Comparison Guide

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3 min read
Comparing LLM Inference APIs: Cost, Performance, and More

Comparing LLM Inference APIs: Cost, Performance, and More

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5 min read
LLM Pricing Models: Flat Rate vs Token-Based

LLM Pricing Models: Flat Rate vs Token-Based

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3 min read
Optimizing Chatbot Development with LLMs: Cost and Performance Considerations

Optimizing Chatbot Development with LLMs: Cost and Performance Considerations

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4 min read
Prompt caching vs the long LLM conversation: where your input bill actually hides

Prompt caching vs the long LLM conversation: where your input bill actually hides

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2 min read
GPT-5.4 vs GPT-5.4 Mini, task by task: where the 3.3x price gap is worth paying and where it isn't

GPT-5.4 vs GPT-5.4 Mini, task by task: where the 3.3x price gap is worth paying and where it isn't

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13 min read
Batch API vs real-time OpenAI: the 50% discount, the 24-hour latency tolerance, and the workloads that should switch

Batch API vs real-time OpenAI: the 50% discount, the 24-hour latency tolerance, and the workloads that should switch

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11 min read
I Processed 2.4 Billion Tokens Across 52 AI Models for $0.52. Here's the Full Breakdown.

I Processed 2.4 Billion Tokens Across 52 AI Models for $0.52. Here's the Full Breakdown.

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3 min read
How to optimize costs without adding servers: a cloud cost optimization guide

How to optimize costs without adding servers: a cloud cost optimization guide

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3 min read
Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it

Model routing by task type: the savings math, the classifier overhead, and the A/B that proves it

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12 min read
4 Pitfalls Discovered After Migrating from Anthropic to Gemini

4 Pitfalls Discovered After Migrating from Anthropic to Gemini

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4 min read
Vertex AI Grounding Cost Gap: Diagnosing the Missing $1300 on My Solo VM

Vertex AI Grounding Cost Gap: Diagnosing the Missing $1300 on My Solo VM

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3 min read
Problem Framing

Problem Framing

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5 min read
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