Founded in 2025 · Product infrastructure for AI applications
Predictability at Scale builds the operational and commercial infrastructure behind serious AI applications—from model access to usage economics.
Our products
Each product solves a distinct production problem. Together, they give application teams a clear path from model access to reliable operations and predictable economics.
Turn variable AI usage into predictable revenue.
Meter every valuable action, apply customer limits before expensive work begins, forecast runout, and synchronize trusted usage with Stripe or the commerce stack you already use.
Cut tokens. Keep meaning. Prove both.
Selective prompt compression for production generative AI—with tenant-specific models fine-tuned using LoRA, deterministic protection, inspectable changes, and original-input fallback when checks fail.
Make AI features exceptional in production.
A full operational layer for application developers: one interface across providers, intelligent routing, failover, safety controls, observability, customer memory, and embedded agent interfaces.
Featured initiative
Our public compression playground makes the trade-offs visible. Try real prompts, compare modes, inspect dropped text, run benchmarks, and follow the research shaping our tenant-adapted models.
Open work
We publish practical tools and research surfaces that help teams build better AI systems—and give the community a clear view into how we approach the hard parts.
Turn hardcoded prompts into versioned, tested application assets. Keep prompts, model settings, tools, validation, shared instructions, overrides, and tests together in Git.
Explore PromptOpsKitA working playground, evaluation suite, benchmark surface, and research bibliography for safer prompt compression in real application workloads.
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