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May 2026 💚
Join OpenAI's Jonah Cohen for a live AMA on June 25th + what's new in Credits and Agent Skills
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Inside OpenAI's Real-Time Access Engine - Live AMA on June 25th
Inside OpenAI's Real-Time Access Engine with Jonah Cohen. The engineer who built OpenAI's access infrastructure is answering your questions. Live.
When Codex and Sora started scaling faster than anyone expected, OpenAI didn't patch their access model. They rebuilt it from scratch: a real-time engine that fuses rate limits, credits, and entitlements into a single per-request decision. They called it the decision waterfall. And then, unusually, they wrote about it in detail.
On June 25th, we're hosting Jonah Cohen, Tech Lead for Financial Engineering at OpenAI and the architect behind that system, for a live HTTP 402 AMA. No slides, no script. Just an open conversation about what it actually takes to get real-time access control right, and what every AI company building usage-based products should be thinking about now.
Register here
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Product Update: More visibility and control over your credits
Credit-based pricing has become the infrastructure standard for modern software, especially in the AI and API economies, requiring the same precision, safety, and auditability as financial transactions. To give teams more control over their pricing infrastructure, Stigg has overhauled its Credit engine with three core updates.
Credit Usage Breakdown by Event Dimensions: see exactly where credits are going, broken down by dimensions like User or Team ID, LLM Model Type, Feature or Tool, Source, Region, or File Type.
Resource-Specific Credit Pools: model credits to match your product structure, with dedicated pools per resource so usage on one instance or seat never overflows into another.
Credit Usage Date Filters: apply flexible, precise date and time filters to investigate credit history, compare time windows, and troubleshoot consumption spikes.
Read more >>
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Now live: Agent Skills for Claude Code
Our MCP server gave coding agents the tools to act on Stigg. Agent Skills give them the know-how: pricing best practices, subscription sequencing, and safety guardrails, injected right into Claude's context for production-ready output from the first prompt.
Read more >>
Stigg's API and infrastructure enable SaaS companies to be nimble in their pricing and packaging, without ongoing developer support. By building great tools for developers to implement flexible pricing infrastructures. Stigg helps businesses ship better pricing plans to their customers and easily experiment & iterate on their pricing strategy.
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