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Jina AI: Jina Embeddings v2 Base ZH vs Z.ai: GLM 5.2

Try both on us. Starter credit covers your first requests, then one key routes Jina Embeddings v2 Base ZH and GLM 5.2. Switch by changing the model name.

Compare routesProviders, price, context, and policy posture in one view.

Use auto when uptime mattersKeep a primary model and let fallback handle provider failures.

Same API shapeUse the OpenAI client and set the model you want.

Practical read

Monthly evidence

Jina AI: Jina Embeddings v2 Base ZH has the lower published input-plus-output rate. Z.ai: GLM 5.2 has more Credits provider routes and the larger context window. There is not enough recent probe data to compare speed.

$0.05275/1MJina AI: Jina Embeddings v2 Base ZH cheapest route

$2.2999/1MZ.ai: GLM 5.2 cheapest route

not enough dataJina AI: Jina Embeddings v2 Base ZH fastest measured p50 TTFT

not enough dataZ.ai: GLM 5.2 fastest measured p50 TTFT

The price comparison adds each route's rate for one million input tokens and one million output tokens; your cost depends on your input/output mix. Prices and live route measurements can change. Use the monthly reports when you need a stable evidence window, then run a small task-specific eval before choosing a production default.

Jina AI: Jina Embeddings v2 Base ZHZ.ai: GLM 5.2

Model idjina-ai/jina-embeddings-v2-base-zhz-ai/glm-5.2

Publisher Jina AI Z.AI

AI IQ — IQ 118#48

Context8,192 tokens1,048,576 tokens

Credits provider routes132

Cheapest route$0.05275/1M$2.2999/1M

Cached inputNot published$0.131875/1M to $0.84611/1M

Privacy postureprovider posture varieshas Confidential route (E2EE + ZDR)

Fastest measured p50 TTFTnot enough datanot enough data

Highest measured throughputnot enough datanot enough data

Recent route uptime rangenot enough datanot enough data

Modes embeddings chat

Jina AI: Jina Embeddings v2 Base ZH routes

Overview1 Credits routes

Z.ai: GLM 5.2 routes

Overview32 Credits routes
PricingInput, cached input, and output rates
BenchmarksTrustedRouter and external sources
ProvidersAll serving providers

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Production choice

Pick a default model. Keep fallback enabled.

TrustedRouter is useful when you know the model you want, but still need provider rollover, budget limits, usage records, and a prompt path you can verify.

Questions

Which should I use, Jina AI: Jina Embeddings v2 Base ZH or Z.ai: GLM 5.2?

Is Jina AI: Jina Embeddings v2 Base ZH or Z.ai: GLM 5.2 cheaper?

The current cheapest TrustedRouter route is $0.05275/1M for Jina AI: Jina Embeddings v2 Base ZH and $2.2999/1M for Z.ai: GLM 5.2. The comparison uses current catalog prices and updates as provider pricing changes.

Is Jina AI: Jina Embeddings v2 Base ZH or Z.ai: GLM 5.2 faster?

Current measured p50 time to first token is not enough data for Jina AI: Jina Embeddings v2 Base ZH and not enough data for Z.ai: GLM 5.2. These are routed probe measurements, not vendor-advertised speeds, and update as new samples arrive.

Can I test Jina AI: Jina Embeddings v2 Base ZH and Z.ai: GLM 5.2 with the same API?

Both use the same TrustedRouter base URL and API key. At least one of them is not a chat model, so the request can differ as well as the model id: the API docs list the route for each kind of model.