LLM Cost & AI Pricing Blog

LLM cost breakdowns, model comparisons, and AI spending strategies for SaaS developers.

Analytics dashboard with charts and metrics representing an internal AI cost monitoring dashboard
ai-cost-dashboard Jun 6, 2026 9 min read

How to Build an Internal AI Cost Dashboard

Your CFO wants cost breakdowns. Your CTO wants model analytics. Here's how to build an AI cost dashboard.

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Calculator and financial documents representing LLM API cost estimation and budget planning
llm-cost-estimation Jun 6, 2026 9 min read

How to Estimate LLM API Costs Before You Deploy

A 500-word prompt to GPT-4o costs $0.0013. Run it 10,000 times and that's $13/day. Here's how to estimate before you deploy.

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Business meeting with presentation representing how to explain AI API costs to stakeholders and leadership
ai-cost-reporting Jun 6, 2026 8 min read

How to Explain AI Costs to Stakeholders

Your CFO asks why the AI bill is $4,000. Don't show token counts. Here's how to frame it in business terms.

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Free price tag representing free AI API tiers and their actual limitations
free-ai-api Jun 6, 2026 5 min read

Free AI APIs: Which Ones Are Actually Free?

Google Gemini gives 15 RPM free. OpenAI gives nothing. Here's every free LLM API tier in 2026.

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Speedometer dial showing traffic volume representing API rate limits and request throttling management
llm-rate-limits Jun 6, 2026 7 min read

How to Handle LLM API Rate Limits Gracefully

OpenAI returns 429 errors when you hit rate limits. Here's how to handle them without losing user requests.

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AI robot interface representing AI agent cost analysis and monthly operational expenses
ai-agent-cost Jun 6, 2026 9 min read

How Much Does an AI Agent Cost to Run Monthly?

A single AI agent can cost $0.50/day or $500/day. Here's the real cost breakdown with formulas to estimate yours.

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Money and calculator representing LLM API pricing comparison between pay-as-you-go and committed plans
llm-pricing-tiers Jun 6, 2026 9 min read

LLM Pricing: Pay-as-You-Go vs Committed Use

OpenAI charges $2.50/1M tokens on PAYG. Committed use drops that 20-50%. Here's when to switch.

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Analytics dashboard showing model performance comparison across cost and speed dimensions
LLM Pricing Jun 6, 2026 6 min read

LLM Buyers Guide: 49 Models Compared (2026)

DeepSeek at $0.27/M. o3-mini at $1.10/M. Claude Sonnet at $3.00/M. Here's which model wins for each use case.

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Machine learning model training visualization representing LLM fine-tuning costs and optimization
llm-fine-tuning Jun 6, 2026 8 min read

How Does Fine-Tuning Affect Your LLM API Costs?

Fine-tuning GPT-4o-mini costs $3/1M training tokens and doubles inference price. Here's the full cost math.

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Server infrastructure representing the build vs buy decision for LLM deployment
self-hosted-llm Jun 6, 2026 8 min read

OpenAI API vs Self-Hosted LLM: Which to Use?

OpenAI API at $2.50/1M tokens vs self-hosting at $3K/month. Here's the break-even analysis.

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Data processing pipeline representing OpenAI Batch API cost savings and batch processing
openai-batch-api Jun 6, 2026 7 min read

OpenAI Batch API: Can It Really Save You Money?

OpenAI's Batch API offers 50% off. GPT-4o drops from $2.50 to $1.25/1M input. Here's when it makes sense.

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Digital interface with pricing charts representing token-based versus flat rate AI API pricing comparison
token-pricing Jun 6, 2026 5 min read

Token vs Flat-Rate AI API Pricing Compared

OpenAI charges per token. Some providers offer flat rates. Here's the break-even formula to decide.

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Financial charts and data analytics on screens representing LLM API pricing analysis and cost optimization
llm-api-pricing Jun 4, 2026 19 min read

LLM API Pricing: The Complete 2026 Guide

GPT-4o vs DeepSeek vs Claude — complete 2026 pricing guide with real cost math for SaaS developers.

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A variety of tools laid out on a rocky surface representing choosing the right tool for each specific job
cheapest-llm Jun 2, 2026 18 min read

The Cheapest LLM for Each Use Case (2026 Guide)

DeepSeek for summarization. GPT-4o-mini for classification. Claude Sonnet for creative writing. Here's the full breakdown.

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A forked forest path splitting into two equal roads, representing the choice between Claude Haiku 3.5 and GPT-4o-mini for your production stack
claude-haiku-vs-gpt4o-mini Jun 2, 2026 12 min read

Claude Haiku vs GPT-4o-mini: Which Budget Model Wins?

5x price gap. But Haiku 3.5 has a 200K context window and stronger reasoning. Here's when each wins.

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