subcluster
Break-Even
3 articles
Articles
August 12, 2026
Batch vs Real-Time Inference Pricing: When the Discount Wins
Major AI providers cut inference costs by 50 percent when teams route requests through asynchronous batch queues instead of real-time endpoints. Slashing spend requires isolating workloads that tolerate 24-hour turnaround times from those requiring interactive responses.
June 2, 2026
Agent Inference Cost Optimization: Engineering the 2026 Stack
Agentic workflows multiply token consumption several times over compared to standard chat interfaces. We break down the engineering techniques and infrastructure decisions required to keep LLM inference costs viable at scale in 2026.
April 20, 2026
Pay Per Token vs Dedicated GPU Inference: The Break-Even Guide
As hyperscaler credits expire, AI startups face a critical infrastructure fork: continue paying per token or move to dedicated GPUs. This guide breaks down the utilization math, latency trade-offs, and sovereignty requirements for European engineering teams.