Cohere Embed v4 vs IBM Granite 3.1 2B
Compare Cohere Embed v4 and IBM Granite 3.1 2B: pricing, performance, context window, latency, and best use cases. Side-by-side comparison on XALEN.
Updated 2026-05-21 · By Abhishek Raj · Our methodology
| Feature | Cohere Embed v4 | IBM Granite 3.1 2B |
|---|---|---|
| Category | Embedding | Compact |
| Parameters | ~400M | 2B |
| Context Window | 128K | 128K |
| Input Price | $0.001/1M tokens | $0.004/1M tokens |
| Output Price | N/A/1M tokens | $0.008/1M tokens |
| Latency | ~15ms | ~30ms |
Choose Cohere Embed v4 when:
- ✓ Long document RAG
- ✓ Multimodal search
- ✓ Large knowledge bases
128K context, Multimodal embedding, Matryoshka
Choose IBM Granite 3.1 2B when:
- ✓ Edge enterprise
- ✓ Compliance-required
- ✓ Fast classification
Enterprise-grade, Tiny, 128K context
Verdict: Cohere Embed v4 vs IBM Granite 3.1 2B
For cost efficiency, Cohere Embed v4 wins at $0.001/1M input tokens. For speed, Cohere Embed v4 is faster at ~15ms. Cohere Embed v4 excels at Long document RAG while IBM Granite 3.1 2B is better for Edge enterprise. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.
Detailed Analysis
Pricing Comparison
Cohere Embed v4 costs $0.001/1M input tokens and N/A/1M output tokens. IBM Granite 3.1 2B costs $0.004 input and $0.008 output. Cohere Embed v4 is 4.0x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
Cohere Embed v4 has a 128K context window with ~15ms latency. IBM Granite 3.1 2B offers 128K context at ~30ms. Both have identical context windows.
Best For
Cohere Embed v4 (Embedding) is optimized for: Long document RAG, Multimodal search, Large knowledge bases. IBM Granite 3.1 2B (Compact) works best for: Edge enterprise, Compliance-required, Fast classification.
Try Both on XALEN
Both models are available through XALEN's OpenAI-compatible API. Switch between them by changing the model parameter:
from xalen import XALEN
client = XALEN(api_key="xln_test_YOUR_KEY")
# Use Cohere Embed v4
response_a = client.chat.completions.create(
model="embed-v4",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use IBM Granite 3.1 2B
response_b = client.chat.completions.create(
model="granite-3-1-2b",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, Cohere Embed v4 or IBM Granite 3.1 2B?
Cohere Embed v4 (Embedding, ~400M) offers 128K context. IBM Granite 3.1 2B (Compact, 2B) offers Enterprise-grade. Choose Cohere Embed v4 for Long document RAG or IBM Granite 3.1 2B for Edge enterprise.
How much does Cohere Embed v4 cost vs IBM Granite 3.1 2B?
Cohere Embed v4: $0.001/1M input, N/A/1M output. IBM Granite 3.1 2B: $0.004/1M input, $0.008/1M output. Both available on XALEN with batch processing at 50% discount.
Can I use both models on XALEN?
Yes. XALEN provides 200+ models through a single OpenAI-compatible API. Switch between Cohere Embed v4 and IBM Granite 3.1 2B by changing the model parameter. No code changes needed.
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Last updated: 2026-05-21. Pricing and specifications may change. Check pricing page for latest rates.