MODEL · IBM RESEARCH · 3B / 8B / 30B DENSE (INSTRUCT + BASE EACH)
IBM Granite 4.1 → 4.2
IBM's refreshed open-weights enterprise family — three dense decoder-only sizes, Apache 2.0, trained on ~15T tokens with progressive annealing toward technical/scientific/mathematical data plus instruction-following. The 8B instruct claims to match the prior Granite 4.0 32B-A9B MoE flagship on IBM's own benchmarks; cross-vendor comparison (vs Qwen/Gemma/Mistral) is unverified at time of publication.
License: Apache 2.0 · Context: 128K default; 512K via late-training context-extension stage · Released: April 29, 2026 (4.1); August 25, 2026 (4.2)
The decision in five lines
- The call
- Consider — runnable locally, family reference
- Best for
- Local evaluation and family reference
- Runs on
- 23 hardware picks fit (cheapest: Intel Arc B580 12 GB · $310)
- Watch out
- Frontier reasoning or coding-agent workflows where Qwen3-Coder-30B-A3B or GLM-5.1 are the established daily drivers.
- Evidence
- Estimated
- 3B
- PARAMETERS
- DENSE
- TYPE
- 128K
- CONTEXT
- ~2.1 GB (3B) / ~5.3 GB (8B) / ~17 GB (30B) — Ollama Q4_K_M
- VRAM AT Q4
Where we recommend this
This model isn’t currently in an active planner slot. See the runner notes below if you’re running it anyway.
The call
IBM's refreshed open-weights enterprise family — three dense decoder-only sizes, Apache 2.0, trained on ~15T tokens with progressive annealing toward technical/scientific/mathematical data plus instruction-following. The 8B instruct claims to match the prior Granite 4.0 32B-A9B MoE flagship on IBM's own benchmarks; cross-vendor comparison (vs Qwen/Gemma/Mistral) is unverified at time of publication.
When not to use: Frontier reasoning or coding-agent workflows where Qwen3-Coder-30B-A3B or GLM-5.1 are the established daily drivers. Granite 4.1 is positioned as enterprise-deploy-friendly (clean Apache 2.0, IBM support story, traceable training data) rather than benchmark-chasing.
Runner notes
**Update — September 7, 2026: Granite 4.2 is the current generation.** IBM released 4.2 on August 25, 2026 (model-card date; HF repos created Aug 7, official GGUFs Aug 12) at the same three dense sizes and the same Apache 2.0 licence, built on the 4.1 base models. Two real changes: native reasoning ("thinking") with reasoning-augmented tool calling, and a 512K context window by default rather than via extended-context variants. The official GGUF repos (`ibm-granite/granite-4.2-{3b,8b,30b}-GGUF`) were at 149K–179K downloads each on Sep 7. `granite4.2:8b` resolves on the Ollama registry. Memory footprints are unchanged, so every fit below still holds; we have not reproduced IBM's evaluation tables and no planner pick moves on them. This page keeps its 4.1 URL. Ollama tags live same-day: `granite4.1:3b`, `granite4.1:8b`, `granite4.1:30b`. Default tags ship at 128K context — 512K requires the extended-context training-stage variants from `huggingface.co/ibm-granite`. Q4_K_M is the Ollama default; Q8_0 available via `:8b-q8_0` etc. HuggingFace hosting at `ibm-granite/granite-4.1-*-instruct`.
Hardware that fits
Every hardware pick whose memory fits this model at the quant we recommend. Sorted cheapest-first — the top row is your best-value fit. Click through for the full buyer’s guide.
- Intel Arc B580 12 GBPerfect · 3.2× 12 GB · $310–$429 new / $190–$260 refurb
- Minisforum UM890 ProPerfect · 6.4× 32 GB DDR5 (shared) · $463 barebone (no RAM / SSD); $991 with 32 GB / 1 TB — Minisforum US store, Sep 15 2026
- NVIDIA RTX 3060 12 GBPerfect · 3.2× 12 GB · $480–$660
- RTX 5060 Ti 16 GBPerfect · 4.3× 16 GB · $700 (refurb / open box) – $970 (new)
- AMD Radeon RX 9070 XTPerfect · 4.3× 16 GB · $750–$870
- Mac Mini M4 16 GBPerfect · 2.9× 16 GB unified · $899 (M6 successor, 16 GB / 256 GB, pre-order) / M4 residuals $499–$799
- NVIDIA RTX 3090 (used, single)Perfect · 6.4× 24 GB · $950–$1,200
- NVIDIA RTX 5070 TiPerfect · 4.3× 16 GB · $1,150–$1,300 new; open-box / refurb from ~$1,020
- AMD Radeon RX 7900 XTXPerfect · 6.4× 24 GB · $1,300–$1,500 new (no refurb in stock Sep 15 2026)
- NVIDIA RTX 5080Perfect · 4.3× 16 GB · $1,430–$1,700
- MacBook Air M5 24 GBPerfect · 4.3× 24 GB unified · $1,499–$1,899
- Mac Mini M4 Pro 24 GBPerfect · 4.3× 24 GB unified · $1,699 (M5 Pro successor, 24 GB / 512 GB, pre-order; M4 Pro discontinued Aug 25 2026)
- Dual RTX 3090 (used)Perfect · 12.9× 48 GB · $1,800–$2,500 all-in
- NVIDIA RTX 4090Perfect · 6.4× 24 GB · $2,200–$2,800
- M5 Pro MacBook Pro 48 GBPerfect · 8.6× 48 GB unified · $2,999–$3,599
- Framework Desktop (Ryzen AI Max+ 395)Perfect · 23.0× 128 GB unified · $3,449 (128 GB config)
- NVIDIA RTX A6000 (48 GB, used)Perfect · 12.9× 48 GB ECC · $3,500–$4,500
- Mac Studio M4 Max 64 GBPerfect · 11.5× 64 GB unified · $3,799 (M5 Max successor, 64 GB / 1 TB, pre-order; M4 Max discontinued Aug 25 2026)
- NVIDIA DGX SparkPerfect · 23.0× 128 GB unified · $4,699
- M5 Max MacBook Pro 64 GBPerfect · 11.5× 64 GB unified · ~$5,199 (est.; June 25 2026 increase)
- Mac Studio M3 Ultra 96 GBPerfect · 17.3× 96 GB unified · $5,499 (M5 Ultra successor, 96 GB / 1 TB, pre-order; M3 Ultra discontinued Aug 25 2026)
- NVIDIA RTX 5090Perfect · 8.6× 32 GB · $6,450–$7,000 (new, in stock)
- Dual RTX 5090Perfect · 17.2× 64 GB (2×32) · $13,300–$14,000 all-in (two cards alone are ~$12,900 at the Sep 15 2026 Newegg floor)
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