# Tokenless

6 Hacker News commenters recommended Tokenless and 7 criticized it, November 2025 to November 2026. It was recommended in 2 of 13 months.

**Verdict:** Automatically switches each LLM request to a cheaper or stronger model to cut spend. Critics doubt answer quality and say switching providers can lose cache benefits.

## Why people recommend it

- Smart, innovative approach (2 comments): "It's a smart approach, definitely interesting. It all hinges on quality of course which im not convinced." ([source](https://news.ycombinator.com/item?id=49099701)) "the approach seems really innovative" ([source](https://news.ycombinator.com/item?id=49131836))

## What people warn about

- Provider switches reset cache benefits (2 comments): "this only switches models if the cache is cold, because otherwise the economics of switching don't work" ([source](https://news.ycombinator.com/item?id=49099358)) "Every switch to a different provider resets your cache affinity" ([source](https://news.ycombinator.com/item?id=49107230))

## Alternatives hackers recommend

- [OpenRouter](https://hackerapproved.com/p/openrouter.md): 666 recommend
- [OpenCode Zen](https://hackerapproved.com/p/opencode-zen.md): 36 recommend
- [Cortecs](https://hackerapproved.com/p/cortecs-ai.md): 9 recommend
- [Cloudflare AI Gateway](https://hackerapproved.com/p/cloudflare-ai-gateway.md): 9 recommend
- [Eden AI](https://hackerapproved.com/p/eden-ai.md): 9 recommend

## Cite as

Hacker Approved, "Tokenless", https://hackerapproved.com/p/tokenless/ (counts from 1,795,640 Hacker News comments, November 2025 to November 2026).