Guides & pitfalls

Practical material on AI API relay services: how rates are calculated, how to verify a model has not been downgraded, what enterprises should check before buying, and the pitfalls we ran into while measuring these services ourselves.

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Who handles your request: the data boundaries inside a relay chain

Between your prompt and the model, a relay service adds one or more hops. Each hop is a place your data passes through.…

Industry news 106 views
2026-09-21

Account throttled or banned: the common triggers for relay service risk controls

Getting limited by a relay service is rarely random. The triggers are usually observable in advance, and most of them co…

Pitfalls 102 views
2026-09-21

A relay service starts erroring or slowing down: how to tell whose problem it is

"When it breaks, everyone blames the relay." Usually the truth is more specific: it could be your client, the relay, the…

Tutorials 106 views
2026-09-21

Give a relay service a health check: a 20-minute verification checklist

Before you put real money on an account, twenty minutes of structured testing tells you most of what you need. This is t…

Pitfalls 71 views
2026-09-21

Six signals that a relay service is about to disappear

Relay services rarely vanish without warning. These six signals can be observed beforehand, each with a way to check it…

Pitfalls 77 views
2026-09-21

What a relay service's "rate" actually means: 1.0, 0.3 and 0.05 explained

The rate is the only common language in relay pricing, and the number most easily dressed up in sales talk. This piece n…

Tutorials 86 views
2026-09-19

Three ways to reach Claude from mainland China: official, relay, mirror

There are really three paths to using Claude with Claude Code from mainland China: a direct official connection, a third…

Tutorials 93 views
2026-09-19

Six common tricks in cheap relay services, and how to spot each one

Not every low price is a scam, but every scam opens with a low price. These six tricks are ordered from most common to m…

Pitfalls 123 views
2026-09-19

How to check whether a relay service is quietly downgrading your model

Downgrading is the hardest problem to detect, because the fraudster only has to change one field. Here is a combined tes…

Pitfalls 81 views
2026-09-19

One key, many models: how to choose an aggregating relay service

If your product uses Claude, GPT and Gemini at once, talking to three vendors directly means three sets of keys and thre…

Tutorials 73 views
2026-09-19

2026 model API pricing review: who actually got cheaper

Prices fell again across the board this year, but they fell in different ways: some headline cuts, some cache pricing, s…

Industry news 86 views
2026-09-19

Corporate procurement of a relay service: invoices, contracts, compliance and risk control

If you are buying for yourself, rates and stability are enough. Corporate procurement has to clear three more gates: inv…

Tutorials 75 views
2026-09-19

Supporting data & tools

The articles explain the method; the pages below give you measured data and prices to check it against. Reading them together is easier — once you know how to tell whether a rate is real, you can look the official price up in the price list.