How we evaluate compute-market opportunities
A transparent guide to deal signals, evidence quality, freshness, and the difference between a good resource and a good offer.
Insights
Market intelligence, with the reasoning attached.
Decision-oriented analysis built from verified compute-market snapshots. Articles are dated; current resource cards stay tied to the latest publishable market data.
Featured analysis
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Latest analysis
RSS feed →Realtime voice API pricing: why OpenAI and Gemini minute costs are not directly comparable
Gemini 3.8 Live publishes audio input/output minute rates, while OpenAI splits voice pricing across GPT-Live-1, realtime models, transcription and translation. Compare the billing layers before estimating agent cost.
Beam's $30 monthly credit: advertised benefit, not a balance you should assume
Beam says new accounts include $30 in credit refreshed monthly, while its live onboarding asks users to add credits before workloads run. The useful rule is to verify the account balance before treating the benefit as spendable.
Runpod Serverless Flex pricing: why VRAM alone is the wrong comparison
Runpod's Flex tiers range from $0.58/hour 16GB classes to high-end B300 capacity. The useful decision is model fit, hardware class, and measured cost per job—not VRAM alone.