Why Claude API costs add up
Claude's flagship models deliver outstanding reasoning, nuance, and instruction-following. They also carry premium per-token pricing. For products with high call volume, long context windows, or multi-step agent loops, the bill compounds quickly. Teams often discover that 60-80% of their token spend goes to turns where a lighter model would produce an indistinguishable result.
How hybrid routing delivers Claude-class feel at lower cost
Instead of routing every request to the most expensive model, Token Landing uses a two-tier token system. A-tier (premium-path) tokens power the moments users notice most: first replies, complex reasoning, error recovery, and high-stakes decisions. Value-tier tokens handle the bulk work that doesn't define UX quality: context compaction, boilerplate drafts, embedding pre-processing, and autocomplete loops.
The routing layer is transparent and sits behind an OpenAI-compatible API, so your existing integration code stays the same. You set the spend policy; the system decides which tier handles each turn.
Comparison: all-flagship vs blended approach
All-flagship: Every token routed through top-tier models. Maximum quality ceiling, but per-token cost is 5-10x higher than value-tier alternatives. Most teams cannot sustain this at scale.
Blended (Token Landing): Premium tokens reserved for UX-critical turns; value tokens absorb repetitive and latency-tolerant work. Typical savings of 40-70% on total token spend, with negligible quality loss on user-facing surfaces. The blend ratio is configurable per route.
Who benefits most
Startups scaling AI features who hit Claude API limits before product-market fit. SaaS platforms embedding LLM capabilities where per-seat margins matter. Agent builders running multi-step loops where most intermediate steps don't need flagship reasoning. Teams migrating from OpenAI who want Claude-class quality without committing their entire budget to a single provider.
Getting started
Token Landing's API is OpenAI-compatible, so migration is a base-URL swap. Define your tier policy, set a budget ceiling, and the routing layer handles the rest. No prompt rewrites, no SDK changes.