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Geekbench AI scores measure how a particular device runs selected machine-learning workloads—not whether an AI agent can understand a goal and complete a task. Use the benchmark to compare device performance under its tested conditions. To assess an agent, use tasks and environments that resemble the work it is expected to do.

What Geekbench AI measures

Primate Labs describes Geekbench AI as a cross-platform benchmark that runs ten AI workloads, each using three data types, and reports Single Precision, Half Precision, and Quantized scores. It can exercise CPU, GPU, or dedicated NPU paths through available frameworks. The result therefore reflects a particular mix of hardware, software route, data type, and workload—not a device-independent measure of AI ability. See Primate Labs’ Geekbench AI product page and its workload descriptions.

The workloads cover selected computer-vision and natural-language-processing operations. In its August 15, 2024 announcement of Geekbench AI 1.0, Primate Labs emphasized that performance depends on both hardware capability and workload characteristics, since workloads exercise hardware differently. The benchmark also includes per-test accuracy measurements, a reminder that execution speed alone does not describe output quality. That design does not establish that the suite represents every current AI application. Primate Labs’ 1.0 announcement

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Why a Geekbench score is not an agent score

An AI agent is evaluated by whether it can pursue a goal through interaction: for example, operate a desktop application, use a terminal, or resolve a software issue. Success may depend on the model, agent scaffold, prompt, tools, permissions, context, runtime, environment, task definition, and scoring procedure. Geekbench AI can describe part of the device execution stack, but it does not test all of those behaviors.

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A useful distinction is that Geekbench AI is a controlled measure of selected operations on tested hardware; an agent benchmark is a practical exam in a defined environment. Neither is a universal ranking. A high score on one benchmark supports a claim only about the scope and setup it tests.

Which evidence can answer an agent-performance question?

Desktop and operating-system tasks

OSWorld describes a real-computer environment for evaluating multimodal agents across operating systems and applications. Its project page lists 369 real-world computer tasks with setup configurations and execution-based evaluation scripts. It also notes that eight Google Drive tasks may need manual configuration or be excluded, leaving 361 tasks. Task scope and exclusions matter when interpreting a result.

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The OSWorld page reports that humans completed 72.36% of tasks and the best model completed 12.24% in the evaluation presented there. These are figures from that page’s evaluation context, not universal or current success rates for humans or agents. The project page also lists later revisions, including OSWorld-Verified (2025-07-28) and OSWorld 2.0 (2026-06-26). Results from those versions should not be silently combined with earlier ones.

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Terminal and software-engineering tasks

Terminal-Bench focuses on complex terminal tasks by AI agents and provides a harness that can interface with other benchmark tasks. It is a better fit than a device workload score for questions about terminal-task performance, but it does not by itself establish desktop or general agent competence.

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SWE-bench Verified evaluates software-engineering work based on GitHub issues. In its introduction to an evaluation, OpenAI reported GPT-4o at 33.2% with the best-performing scaffold it tested, compared with 16% on original SWE-bench. These are historical, setup-specific results—not a direct comparison with Geekbench AI or a current universal agent ranking. OpenAI’s SWE-bench Verified post

How to compare agent benchmark results responsibly

Before treating two results as comparable, check what was tested and how failures were counted. A score without its task set, version, scaffold, and evaluation conditions can conceal important differences.

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  • Task domain and realism: Match the benchmark to the job. Terminal tasks do not establish desktop ability; desktop tasks do not establish coding ability.
  • Version, task set, and exclusions: Report the benchmark release or date, number of tasks, and any exclusions. OSWorld’s documented updates show why results from different versions need to be distinguished.
  • Agent setup: Identify the model, scaffold, prompts, tools, reasoning settings, and harness where available. OpenAI says its SWE-bench Verified run used a single seed and closest-documented or default hyperparameters, and that results may differ from official leaderboards.
  • Success metric and failure policy: State what counts as completion and whether infrastructure failures count against the agent. Anthropic reported that, in its calibration setup, as many as 6% of tasks failed because of pod errors, largely unrelated to model ability. Say whether such failures were excluded or rerun. Anthropic’s SWE-bench setup account
  • Hardware and software route: For Geekbench AI, specify the device, processor path (CPU, GPU, or NPU), framework, data type, and benchmark release when available.
  • Validity and freshness: Check whether tasks remain representative and whether contamination or benchmark design issues weaken the result. OpenAI later reported design and contamination problems in SWE-bench Verified that undermined its signal for software-development capabilities. OpenAI’s discussion of SWE-bench Verified
  • Reproducibility and infrastructure: Look for seeds, runtime details, and a clear policy for infrastructure errors so apparent model failures can be distinguished from execution problems.
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What to conclude from a high Geekbench AI score

A higher Geekbench AI score indicates stronger performance on the benchmark’s tested workload and device configuration; it does not show that the system is better at planning, tool use, or completing a real-world agent task. For an agent claim, look for results on a task benchmark aligned with the intended job, and read the version, setup, exclusions, and failure policy alongside the headline score.

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  • Powerful Processor: Intel 24-core Ultra 9 275HX, with a base clock of 2.7 GHz and a maximum boost up to 5.4 GHz, featuring 36 MB Smart Cache and 24 threads for exceptional multitasking and performance.
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