IBM benchmarks.
A lab-level profile for IBM, covering tracked models, category leaders, open/proprietary mix, speed, value, source coverage, and portfolio depth.
Lab rank
#27
By available Arena average
Models tracked
6
6 open-weight models
Portfolio coverage
19%
Average matched benchmark signals
Fastest model
0.43s
Granite 4.1 8b
Lab profile
Portfolio shape, leaders, and model coverage.
The lab page now starts with the portfolio read, then drills into category leaders, value rankings, and model-level coverage rather than repeating source panels.
Portfolio read
IBM has 6 tracked benchmark profiles.
The portfolio combines 0 proprietary models and 6 open-weight models. Its average available Arena rank is 263.9, with a best category rank of #92. Average profile coverage is 19%, so model-level gaps remain visible in the cards below.
Best Arena model
Granite 4.1 8b
Best category rank #92
Highest coverage
Granite 4.1 8b
56% matched signals
Fastest response
Granite 4.1 8b
0.43s first token
Category leaders
Best model by benchmark lens.
Each card shows the highest-ranked model from this lab in a composite benchmark suite, with the global rank and index left intact.
Value
Quality, price, latency, and speed
Granite 4.1 8b
value index
Coding
Code Arena, SWE-bench, and output speed
Granite 4.1 8b
coding index
Agents
Search, document, code, and latency
Granite 4.1 8b
agent proxy
Reasoning
Text, document, vision, and mode signals
Granite 4.1 8b
reasoning proxy
Context
Document, search, and text proxy
Granite 4.1 8b
context proxy
IBM value ranking table
Models from this lab with both quality and commercial price matches.
Top 1 of 1
| Rank | Model | Index | Price | Latency | Speed | Quality | Sources |
|---|---|---|---|---|---|---|---|
| #111 | 61value index | $0.063blended / 1M tokens | 0.43stime to first token | 111 tok/soutput speed | 43quality signal | ArenaArtificial Analysis |
Model portfolio
IBM model coverage map.
Every tracked model keeps its best Arena rank, coverage score, commercial metrics, and suite placement visible in one scannable grid.
Granite 4.1 8b
granite-4.1-8b
Coverage
56%
Best Arena
#92
Code
Value
#111
value index
Coding
#100
coding index
Latency
0.43s
111 tok/s
Ibm Granite H Small
ibm-granite-h-small
Coverage
11%
Best Arena
#254
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
Granite 3.1 8b Instruct
granite-3.1-8b-instruct
Coverage
11%
Best Arena
#302
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
Granite 3.0 8b Instruct
granite-3.0-8b-instruct
Coverage
11%
Best Arena
#314
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
Granite 3.1 2b Instruct
granite-3.1-2b-instruct
Coverage
11%
Best Arena
#319
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
Granite 3.0 2b Instruct
granite-3.0-2b-instruct
Coverage
11%
Best Arena
#329
Text
Value
Not listed
No price match
Coding
Not listed
No coding index
Latency
Not listed
Not listed
