Solar Pro 3 vs Granite 4 H Large
Side-by-side comparison of API pricing, specs, benchmarks, and capabilities
Solar Pro 3 is 50% cheaper on blended cost ($0.262 vs $0.525/Mtok)
| Specification |
by Upstage
|
by IBM
|
|---|---|---|
| Overview | ||
| Status | Current mid tier | Current mid tier Open weights |
| Released | Jan 26, 2026 | Oct 19, 2025 |
| Pricing per million tokens | ||
| Input | $0.150/Mtok | $0.300/Mtok |
| Output | $0.600/Mtok | $1.20/Mtok |
| Blended avg | $0.262/Mtok | $0.525/Mtok |
| Cached input | $0.015/Mtok | — |
| Specifications | ||
| Context window | 131K tokens | 128K tokens |
| Parameters | 102B (12B active) | Proprietary |
| Speed (TPS) | — | — |
| Modalities | ||
| Input |
text
|
text
|
| Benchmarks sources: Artificial Analysis / IBM model card | ||
| GPQA Diamond | — | 42 vendor |
| SWE-Bench Verified | — | 20 vendor |
| Humanity's Last Exam | — | 10 vendor |
| ARC-AGI 2 | — | 8 vendor |
| AIME 2025 | — | 35 vendor |
| MMMLU | — | 70 vendor |
| BFCL | — | 52 vendor |
| HumanEval | — | 75 vendor |
| MATH 500 | — | 55 vendor |
| Independent composite scores each on its own scale — not part of the average above | ||
| AA Intelligence Index | 14.5 | — |
| AA Agentic Index | 2.9 | — |
| AA-Omniscience Index (−100–100) | -53.4 | — |
| Providers | ||
| Available from |
Upstage — $0.150/$0.600/Mtok
|
IBM — $0.300/$1.20/Mtok
|
Cost at scale
1M tokens · 50/50 input/output| Volume | Solar Pro 3 | Granite 4 H Large | Savings |
|---|---|---|---|
| 1M tokens | $0.26 | $0.52 | $0.26 (49.5%) |
| 10M tokens | $2.62 | $5.25 | $2.62 (49.9%) |
| 100M tokens | $26.25 | $52.5 | $26.25 (50%) |
| 1000M tokens | $262.5 | $525 | $262.5 (50%) |
When to pick which
distilled from the pricing and spec data above
Pick Solar Pro 3 if…
- cost dominates: $0.262/Mtok blended vs $0.525 — 50% less on the same 50/50 token mix
- your workload re-reads context (agents, RAG, long chats): cached input costs $0.015/Mtok — 90% off its list input price, a discount Granite 4 H Large doesn't offer
Pick Granite 4 H Large if…
- you want open weights — self-host it, fine-tune it, or exit the API entirely; Solar Pro 3 is closed
Summary
Solar Pro 3 by Upstage costs $0.150/Mtok input and $0.600/Mtok output, with a 131K-token context window. It supports text input.
Granite 4 H Large by IBM costs $0.300/Mtok input and $1.20/Mtok output, with a 128K-token context window. It supports text input.
On a blended cost basis, Solar Pro 3 is 50% cheaper than Granite 4 H Large.It also has a larger context window.
Note: Pricing is per million tokens. Actual costs vary with usage patterns, prompt caching, and batch discounts. Always verify against official provider pricing pages.
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