Granite 4.1 8B
Granite 4.1 8B by IBM is a dense, decoder-only open-source model with 512K context, four-stage RL alignment, and tool calling designed for enterprise automation.
Model Overview
Capabilities, design details, and architectural traits
Granite 4.1 8B – Dense Decoder-Only Enterprise Language Model
Granite 4.1 8B is IBM's balanced-tier open-source language model, part of the Granite 4.1 family (3B, 8B, 30B). It uses a dense, decoder-only transformer architecture — deliberately avoiding sparse MoE routing — to deliver predictable latency and stable token usage for enterprise workloads. IBM documents the 8B instruct variant as consistently matching or outperforming the previous-generation Granite 4.0-H-Small, a 32B MoE model with 9B active parameters.
Architecture
Granite-4.1-8B is built on a dense decoder-only transformer with: GQA (Grouped Query Attention), RoPE positional embeddings, MLP with SwiGLU activation, RMSNorm, and shared input/output embeddings. No sparse routing, no MoE layers.
Benchmark Performance
Independent evaluations · Artificial Analysis
Accuracy & Capability Details
Independent evaluation data provided by Artificial Analysis. To view the latest benchmarks and full details, visit their official site.
Compare Models Side-by-Side
Evaluate specifications, pricing, and independent benchmark indices
| Model Details | IBMHost Granite 4.1 8B | ||
|---|---|---|---|
| General Info | |||
| Provider | IBM | Anthropic | Anthropic |
| Release Date | April 29, 2026 | June 9, 2026 | May 28, 2026 |
| Knowledge Cutoff | — | — | — |
| Context & Limits | |||
| Context Window | 131K | 1M Best Context Window | 1M Best Context Window |
| Pricing (per 1M tokens) | |||
| Input Pricing | $0.05 Best Input Pricing | $10 | $5 |
| Output Pricing | $0.10 Best Output Pricing | $50 | $25 |
| Modalities | |||
| Inputs | text | textimagefile | textimagefile |
| Outputs | text | text | text |
| Benchmarks (0-100) | |||
| Intelligence Index | 6.7 | 59.9 Best Intelligence Index | 55.7 |
| Coding Index | 9.5 | 76.5 Best Coding Index | 74.3 |
| Agentic Index | — | 52.8 Best Agentic Index | 47.2 |
GPQA Benchmark
Graduate-level reasoning and expert Q&A evaluation.
Humanity's Last Exam
Extremely difficult logical reasoning and knowledge.
IFBench Instruction
Evaluation of strict instruction following.
Benchmark scores are independent evaluations sourced from Artificial Analysis. Intelligence, Coding, and Agentic indices reflect composite performance ratings (0–100).