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Stories from the gateway

Cost & Pricing

Does Streaming Cost More? What You Actually Pay For

Streaming changes when tokens arrive, not how many are billed. Where it does affect spend, and the abandonment case that genuinely wastes money.

· 8 min read
Cost & Pricing

Escalation Rate: The Metric That Decides Your Default Model

The share of tasks your cheap model cannot finish decides whether a two-tier setup saves money or quietly doubles it. How to measure and act on it.

· 9 min read
Cost & Pricing

FinOps for AI Teams: What Transfers From Cloud and What Does Not

· 9 min read
Cost & Pricing

Forecasting Next Quarter's AI Spend as a Range

· 12 min read
Cost & Pricing

Free Tier Strategies: Getting Real Answers Without Paying

· 12 min read
Cost & Pricing

GPU Rental Cost Math: Utilisation Decides Everything

· 8 min read
Cost & Pricing

Negotiating AI Contracts: What Is Actually on the Table

· 9 min read
Cost & Pricing

Per-Seat vs Per-Token Pricing: Which One Fits Your Team

· 11 min read
Cost & Pricing

Prepaid vs Postpaid AI Billing: Credits or an Invoice

· 11 min read
Cost & Pricing

Prompt Caching Savings: The Arithmetic Nobody Runs

· 8 min read
Cost & Pricing

Quantization Cost Savings and the Quality You Trade Away

· 8 min read
Cost & Pricing

Rate Limit Tiers Explained: RPM, TPM and What Binds First

· 12 min read
Cost & Pricing

Showback Reporting for AI Spend Teams Will Actually Read

· 11 min read
Cost & Pricing

The Cost of AI in CI: Why Pipelines Multiply Your Spend

· 11 min read

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