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Model comparison

GLM-4.6V vs Meta Llama 3.1 8B Instruct Turbo

Price in rupees, context and benchmarks side by side; same key, a one-string switch.

Input price per 1M
₹6.94 ($0.070)
₹1.98 ($0.020)
Output price per 1M
₹33.69 ($0.340)
₹3.96 ($0.040)
Context window
128K tokens
128K tokens
Max output
33K tokens
128K tokens
Input types
text, image, video
text
Capabilities
tools, vision, reasoning
tools
Author
Z.ai
Meta
LMArena Overall
1376
—
LMArena Coding
1389
—
LMArena Creative writing
1347
—
LMArena Instruction following
1351
—
LMArena Hard prompts
1368
—
LMArena Vision
1164
—

Scores from LMArena and Epoch AI, as published; a blank cell means not measured there.

What a month costs on each

Chatbot month (15M in, 4M out)
₹239
₹45.58
RAG month (40M in, 3M out)
₹378
₹91.15
Coding month (60M in, 10M out)
₹753
₹159

On a typical 75/25 input-output mix, Meta Llama 3.1 8B Instruct Turbo costs less (about 82% less than GLM-4.6V). GLM-4.6V takes the longer prompt at 128K tokens. Try your own numbers in the cost calculator.

Call either one

curl
curl https://rapidrouter.ai/api/v1/chat/completions \
  -H "Authorization: Bearer $RAPIDROUTER_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model": "z-ai/glm-4.6v", "messages": [{"role": "user", "content": "Hello"}]}'

# the other one: change the model string
  -d '{"model": "meta-llama/meta-llama-3.1-8b-instruct-turbo", ...}'

Common questions

Which is cheaper, GLM-4.6V or Meta Llama 3.1 8B Instruct Turbo?

Meta Llama 3.1 8B Instruct Turbo is cheaper on a typical mix of 75% input and 25% output tokens, by about 82%. Through Rapid Router both are billed at the provider list price per million tokens, in rupees.

Which has the larger context window?

GLM-4.6V, at 128K tokens. Meta Llama 3.1 8B Instruct Turbo offers 128K tokens.

Can I switch between GLM-4.6V and Meta Llama 3.1 8B Instruct Turbo without changing code?

Yes. Both are callable at https://rapidrouter.ai/api/v1 with the same OpenAI-compatible request; only the model string changes (z-ai/glm-4.6v or meta-llama/meta-llama-3.1-8b-instruct-turbo).

How do I pay for GLM-4.6V or Meta Llama 3.1 8B Instruct Turbo in India?

Top up a Rapid Router balance with UPI or a card in rupees, get a GST invoice on every recharge, and both models debit that balance per request.