LLM Cost & AI Pricing Blog

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

Side-by-side comparison of Claude model pricing tiers showing Sonnet 5, Fable 5, Opus 4.6, and Sonnet 4
Claude Pricing Jul 9, 2026 11 min read

4 New Claude Models: Sonnet 5, Fable 5, Opus 4.6 Pricing Compared

Sonnet 5 at $2/M. Fable 5 at $10/M. Opus 4.6 at $5/M. Which one should you use?

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Engineering team lead reviewing AI monitoring dashboards showing cost breakdowns across multiple LLM providers on a large screen
ai-monitoring-tools Jul 7, 2026 17 min read

9 Best AI Monitoring Tools for LLM Costs (2026)

We tested 9 AI monitoring tools for cost tracking. Here's what works, what doesn't, and what each one costs.

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Developer monitoring an LLM proxy dashboard showing real-time API cost tracking across multiple AI providers
llm proxy Jul 1, 2026 11 min read

What Is an LLM Proxy? The API Gateway Your AI Stack Is Missing

An LLM proxy sits between your app and AI providers to track costs, enforce budgets, and prevent surprise invoices.

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Founder sitting alone at his desk early morning staring at a shockingly high invoice on his screen with a devastated expression
ai-cost-management Jun 28, 2026 4 min read

I Got a $47,000 AI Invoice With Zero Warning

No alert. No spike. Just a $47K bill on a Tuesday morning. Here's what I missed.

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Stressed developer staring at his laptop screen showing a rising cost graph with a worried expression in a dimly lit office
llm-api-pricing Jun 28, 2026 3 min read

Which LLM Provider Is Quietly Getting More Expensive?

Prices shifted 14 times in 6 months. Your bill changed — did you notice?

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Frustrated CFO staring at a massive cloud bill on her screen while her team discusses behind her in a modern office
cloud-cost-management Jun 27, 2026 7 min read

Cloud Cost vs AI Cost Management: What FinOps Misses

Your FinOps tools see the AWS bill. They don't see which feature burned $3,000 on GPT-4o last Tuesday.

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Startup founder comparing cloud invoices on multiple screens with a relieved expression after finding lower prices
deepinfra-pricing Jun 27, 2026 7 min read

DeepInfra Pricing 2026: Cheapest LLM API?

DeepInfra from $0.05/M tokens vs OpenAI $2.50/M. Real pricing breakdown with hidden costs.

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Developer celebrating at her desk after seeing a surprisingly low AI API bill on her monitor
gemini-api-pricing Jun 27, 2026 8 min read

Gemini API Pricing 2026: Free vs Paid Tiers

Google's Gemini API: free tier with 15 RPM, paid from $0.075/M tokens. Full breakdown inside.

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Developer at his desk comparing multiple API dashboards on a widescreen monitor with a thoughtful expression
openrouter-pricing Jun 27, 2026 7 min read

OpenRouter Pricing 2026: Worth the Markup?

One API for 200+ models. But OpenRouter adds 5-20% on top of provider prices. When does it make sense?

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Rocket launch with a dashboard showing exponential user growth and AI cost curve
AI costs Jun 26, 2026 7 min read

Cost Planning for Growth: What Happens When Your AI Users Explode

Your AI app just went viral. Costs are scaling linearly with users while revenue scales with plans. Here's how to survive the growth spike.

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SaaS founder analyzing fluctuating AI costs on a dashboard with pricing tiers
AI costs Jun 26, 2026 6 min read

How to Handle Variable AI Costs in a Fixed-Price SaaS Model

AI API costs vary per request while your SaaS charges a flat fee. Here's how to protect margins with caps, tiering, and real-time tracking.

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Business owner presenting transparent AI pricing to a satisfied customer
AI pricing Jun 26, 2026 7 min read

How to Pass AI Costs to Customers Without Losing Them

Charging customers for AI usage without churn. 5 pricing strategies from SaaS companies that increased ARPU 40% while keeping retention above 95%.

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Dashboard showing per-customer AI cost breakdown with highlighted outlier
AI costs Jun 26, 2026 7 min read

How to Track AI Costs Per Customer (Not Just Monthly Bills)

Stop looking at total AI spend. Track cost per customer with tenant isolation, per-request tagging, and real-time dashboards to find margin killers.

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Stressed startup founder watching AI costs climb on a dashboard with a runway countdown
AI costs Jun 26, 2026 7 min read

Why Your AI Startup Might Go Broke (And How to Avoid It)

AI startups burn 20-40% of revenue on LLM inference. Here are 6 cost traps that kill margins and how to fix them before your runway disappears.

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Stressed CFO staring at a billing dashboard showing a $500 million AI cost overrun, red warning alerts floating in the air
ai-cost-overrun Jun 25, 2026 12 min read

A Company Burned $500M on AI in 30 Days — Here's How to Prevent It

Uber burned its 2026 AI budget in 4 months. Amazon employees gamed token leaderboards. One company hit $500M on Claude. Hard caps are no longer optional.

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