Pay-per-use
/bin/zsh.05/1M compressed tokens
Usage-based
- Only pay for tokens removed
- Sub-100ms processing
- Tunable compression 0.0-1.0
- REST API
The Token Company builds a drop-in compression API that preprocesses LLM inputs using fast ML models to remove redundant tokens from prompts, chat histories, and RAG documents. Part of YC W2026, it was founded by Otso Veistera — reportedly the youngest solo founder in YC history at 18 years old. YC partners reached out directly rather than through the standard application process.
The API compresses 100K tokens in under 100ms using purpose-built classification models (bear-1 series) that identify and strip low-value tokens. This is not a generative LLM but a fast, deterministic model. The counterintuitive result: compression actually improves accuracy because models focus on higher-signal content. Published benchmarks show +2.7pp on financial QA with 20% fewer tokens and +4.0pp on reading comprehension with 17% fewer tokens.
A named customer, Pax Historia (processing 193B tokens/month), ran a 268K-vote blind arena study showing compressed prompts outperformed uncompressed with a +5% purchase lift. The pricing is straightforward at /bin/zsh.05 per 1M compressed tokens, and you only pay for tokens actually removed.
Core capabilities this platform advertises.
What this tool does well, and the limitations to keep in mind.
Pros
Cons
What's included in each plan, and how the tiers compare.
/bin/zsh.05/1M compressed tokens
Usage-based
Teams looking to reduce LLM costs while improving quality
The Token Company compresses LLM inputs while Respan monitors LLM outputs and performance. Together they optimize both the input side (cost reduction) and output side (quality monitoring) of LLM workflows.
Top companies in LLM Gateways you can use instead of The Token Company.
Respan
Unified LLM API with 200+ models
OpenRouter
300+ models across 60+ providers via one OpenAI-compatible API
Cloudflare AI Gateway
Edge-deployed AI gateway
Vercel AI Gateway
Portkey
AI gateway with 200+ models
Bifrost
High throughput
LiteLLM
Open-source LLM proxy
Helicone
LLM observability and monitoring
Stainless
SDK generation
Unify
Martian
Intelligent model routing based on prompt type
Kong AI Gateway
AI traffic management
Requesty
400+ model access
Apigee AI Gateway
Google Cloud AI traffic management
Side-by-side comparisons with other tools in this category.
Companies from adjacent layers in the AI stack that work well with The Token Company.
Last verified: March 27, 2026