Blog
Product updates, original research, and notes on AI cost, usage, and model pricing from the SuperPenguin team.
Prices Fell. Your Bill Didn't.
Why are AI costs rising as models get cheaper and more capable? Because better economics invite more features, users, agents, and work.
Reasoning Tokens Are the Invisible Line Item Blowing Up Your Bill
Reasoning token cost can make a lower-priced model more expensive in practice. Here is what teams and AI cost tools should measure next.
AI FinOps Is Having Its 2012 Moment
AI FinOps gives engineering and finance a shared way to attribute AI spend, measure cost per outcome, and control usage before the invoice arrives.
Are Jira Tickets About to Have Dollar Signs Instead of T-Shirt Sizes?
Agents bill by the token, Uber blew its annual AI budget in four months, and finance tooling built on quarterly cadence cannot see per-prompt spend. Our bet: the dollar moves into the ticket, and sprint planning starts to look like portfolio allocation.
AI Cost by Customer: What OpenAI, Anthropic & Google Won't Show You
OpenAI, Anthropic, and Google break your AI spend down by project, API key, and model, but never by your own customers or features. Here is what their cost dashboards and APIs reveal, what they hide, and how to close the gap.
Stop Tokenmaxxing. Start Asking What You Got For It.
Jensen Huang wants engineers burning $250k in tokens; Uber blew its annual AI budget by April. The lesson is not to spend more or less, but to stop treating token consumption as the scoreboard and judge AI work by the outcome.
Why Use Many Token When Few Token Do Trick
A viral 'talk like caveman' skill is cutting tokens by stripping filler, and a rumor says the big labs do it inside their models. The rumor is mostly wrong. The real story: efficiency pressure is making machine reasoning terser, hidden, and harder to read.
How to Track Your Team's AI Tool Spend, Adoption, and ROI
Your team's AI tools are now a real line item. Here is how to track AI usage across your teams, orgs, and enterprise: what you spend, who actually uses it, and whether it pays for itself, all without surveillance.
Best LLM Cost Tracking Tools in 2026: Gateways, Observability, and Cost Management
The best LLM cost tracking tool depends on your question: gateways control spend, observability tools surface it, and cost management platforms attribute and optimize it.
The Smartest Model Is the One You Didn't Use
OpenAI split GPT-5.6 into three priced tiers (Sol, Terra, Luna). The real story is not capability, it is allocation: knowing how much intelligence each task actually needs.