Amazon Titan Embed v2 vs IBM Granite 3.1 8B
Compare Amazon Titan Embed v2 and IBM Granite 3.1 8B: 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 | Amazon Titan Embed v2 | IBM Granite 3.1 8B |
|---|---|---|
| Category | Embedding | Enterprise |
| Parameters | ~200M | 8B |
| Context Window | 8K | 128K |
| Input Price | $0.001/1M tokens | $0.01/1M tokens |
| Output Price | N/A/1M tokens | $0.02/1M tokens |
| Latency | ~15ms | ~80ms |
Choose Amazon Titan Embed v2 when:
- ✓ AWS RAG pipelines
- ✓ Enterprise search
- ✓ Document indexing
AWS native, Low cost, Reliable
Choose IBM Granite 3.1 8B when:
- ✓ Regulated industries
- ✓ Enterprise compliance
- ✓ IBM ecosystem
Enterprise compliance, IP indemnification, 128K context
Verdict: Amazon Titan Embed v2 vs IBM Granite 3.1 8B
For cost efficiency, Amazon Titan Embed v2 wins at $0.001/1M input tokens. For speed, Amazon Titan Embed v2 is faster at ~15ms. Amazon Titan Embed v2 excels at AWS RAG pipelines while IBM Granite 3.1 8B is better for Regulated industries. Both are available on XALEN through a single API — try them in the Playground to see which fits your workload.
Detailed Analysis
Pricing Comparison
Amazon Titan Embed v2 costs $0.001/1M input tokens and N/A/1M output tokens. IBM Granite 3.1 8B costs $0.01 input and $0.02 output. Amazon Titan Embed v2 is 10.0x cheaper on input tokens. XALEN offers batch processing at 50% discount on both models.
Performance & Context
Amazon Titan Embed v2 has a 8K context window with ~15ms latency. IBM Granite 3.1 8B offers 128K context at ~80ms. IBM Granite 3.1 8B has the larger context window.
Best For
Amazon Titan Embed v2 (Embedding) is optimized for: AWS RAG pipelines, Enterprise search, Document indexing. IBM Granite 3.1 8B (Enterprise) works best for: Regulated industries, Enterprise compliance, IBM ecosystem.
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 Amazon Titan Embed v2
response_a = client.chat.completions.create(
model="amazon-titan-embed-v2",
messages=[{"role": "user", "content": "Your question here"}]
)
# Use IBM Granite 3.1 8B
response_b = client.chat.completions.create(
model="granite-3-1-8b",
messages=[{"role": "user", "content": "Your question here"}]
)Frequently Asked Questions
Which is better, Amazon Titan Embed v2 or IBM Granite 3.1 8B?
Amazon Titan Embed v2 (Embedding, ~200M) offers AWS native. IBM Granite 3.1 8B (Enterprise, 8B) offers Enterprise compliance. Choose Amazon Titan Embed v2 for AWS RAG pipelines or IBM Granite 3.1 8B for Regulated industries.
How much does Amazon Titan Embed v2 cost vs IBM Granite 3.1 8B?
Amazon Titan Embed v2: $0.001/1M input, N/A/1M output. IBM Granite 3.1 8B: $0.01/1M input, $0.02/1M 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 Amazon Titan Embed v2 and IBM Granite 3.1 8B 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.