Compare

Granite Ttm 1024 96 R2 vs Moonshot V1 8k Vision Preview

This page is context-first: how much text each model can take in one request. Full specs adds capabilities and limits; the pricing matrix below is only about $/million tokens from hosts that list both models.

Ibm

Model

Granite Ttm 1024 96 R2

Context window

1K

512 tokens · ~384 words

Model page
Moonshot

Model

Moonshot V1 8k Vision Preview

Image inputTool calling

Context window

8K

8,192 tokens · ~6K words

Model page

Context window · side by side

Bar length is relative to the larger of the two windows (100% = max of this pair). This is not pricing.

Granite Ttm 1024 96 R21K
Moonshot V1 8k Vision Preview8K

Moonshot V1 8k Vision Preview has about 16× the context window of the other in this pair.

Moonshot V1 8k Vision Preview has 1500% more context capacity (8K vs 0K tokens). Moonshot V1 8k Vision Preview is 47% cheaper on input.

Quick verdicts

Short takeaways — validate with your own workloads.

  • Long document processing

    Use Moonshot V1 8k Vision Preview. Its 8K context fits entire documents without chunking (vs 0K).

  • RAG / high-volume retrieval

    Use Moonshot V1 8k Vision Preview. Input tokens are 47% cheaper — critical when sending large retrieved contexts.

  • Long output (reports, code files)

    Use Moonshot V1 8k Vision Preview. Its 8K max output lets you generate complete artifacts in one request.

Full specs

Context, output, capabilities, and dates. Green highlights the favorable value where we compute a winner.

SpecGranite Ttm 1024 96 R2Moonshot V1 8k Vision Preview
Context window512 tokens (0K)8,192 tokens (8K)
Max output tokens512 tokens (0K)8,192 tokens (8K)
Speed tierBalancedBalanced
VisionNoYes
Function callingNoYes
Extended thinkingNoNo
Prompt cachingNoNo
Batch APINoNo
Release dateN/AN/A

Pricing matrix

Dollar rates only: hosts that list both models, per 1M tokens. For how much text fits, use the context section above — not this table.

ProviderGranite Ttm 1024 96 R2 inGranite Ttm 1024 96 R2 outMoonshot V1 8k Vision Preview inMoonshot V1 8k Vision Preview out
Ibm Watsonx$0.380/M$0.380/M
Moonshot$0.200/M$2.00/M

Frequently asked questions

Moonshot V1 8k Vision Preview has a larger context window: 8K tokens vs 0K. For long documents, large codebases, or extended agent sessions, the larger context window reduces the need to chunk inputs or summarize history.

Powered by Mem0

Use a smaller model.
Get better results.

Mem0 gives your AI long-term memory so you stop re-sending context on every call. That means you can use a smaller, faster, cheaper model — and still get better answers.

Example: a multi-turn chat session

Without Mem0~128K tokens sent
Full history
Repeated info
Old context
With Mem0~20K tokens sent
Key memories
Current turn

80% less to send — works with any model