MatterAI
Anthropic
Anthropic
VS
MatterAI
MatterAI

Anthropic vs
MatterAI Axon

Get matching frontier intelligence and reasoning capabilities at 70% lower token cost.

Stop overpaying for API usage. Explore how the Axon model family matches or exceeds competitor capabilities with a fraction of the cost.

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1. SELECT MODELS FOR COMPARISON

2. ADJUST ESTIMATED MONTHLY VOLUME

INPUT TOKENS50M tokens
1M500M
OUTPUT TOKENS20M tokens
1M200M
CALCULATED SAVINGS
MONTHLY SAVINGS
$1,920.00
→ You save 85% on token cost
Claude COST$2,250.00
Axon COST$330.00
START SAVING NOW
PERFORMANCE MATRIX

Capabilities & Parameters

Model SpecsClaudeAxon Eido 3 Pro (MatterAI)
SWE-bench Pro Score79.10%82.40%
Input Cost (per 1M tokens)$15.00$3.00
Output Cost (per 1M tokens)$75.00$9.00
Context Window200K1M (Axon Pro) / 1M (Axon Mini)
Prompt Caching (Auto-caching at 75% discount)
Tool Calling & Function Use
Multimodal (Image Support)
03 / BENCHMARKSAxon Eido 3 Pro

Frontier-class.
Fraction of the price.

Axon Eido 3 Pro goes head-to-head with the most expensive frontier models across 10 industry benchmarks — leading or matching the field on 5 of 10. Hover any bar for the exact score.

Axon Eido 3 ProAxon Eido 3 Pro
Claude Opus 4.8Claude Opus 4.8
GPT-5.5GPT-5.5
Gemini 3.1 ProGemini 3.1 Pro
#1 on 1 benchmark · top-2 on 5/10

SWE Bench Pro

Real-world software engineering

62.0Axon Eido 3 Pro
Axon Eido 3 Pro
64.3Claude Opus 4.8
Opus 4.7
58.6GPT-5.5
GPT-5.5
54.2Gemini 3.1 Pro
Gemini 3.1

Terminal Bench 2.1

Autonomous terminal tasks

66.2Axon Eido 3 Pro
Axon Eido 3 Pro
66.1Claude Opus 4.8
Opus 4.7
78.2GPT-5.5
GPT-5.5
70.0Gemini 3.1 Pro
Gemini 3.1

VIBE V2

End-to-end app generation

51.9Axon Eido 3 Pro
Axon Eido 3 Pro
55.8Claude Opus 4.8
Opus 4.7
50.5GPT-5.5
GPT-5.5
28.0Gemini 3.1 Pro
Gemini 3.1

SVG-Bench

Vector graphics reasoning

#1
64.2Axon Eido 3 Pro
Axon Eido 3 Pro
62.3Claude Opus 4.8
Opus 4.7
58.2GPT-5.5
GPT-5.5
59.2Gemini 3.1 Pro
Gemini 3.1

KernelBench Hard

GPU kernel optimization

29.3Axon Eido 3 Pro
Axon Eido 3 Pro
30.7Claude Opus 4.8
Opus 4.7
20.9GPT-5.5
GPT-5.5
18.6Gemini 3.1 Pro
Gemini 3.1

BrowseComp

Web browsing & research

83.5Axon Eido 3 Pro
Axon Eido 3 Pro
79.3Claude Opus 4.8
Opus 4.7
84.4GPT-5.5
GPT-5.5
85.9Gemini 3.1 Pro
Gemini 3.1

GDPval Rubrics

Expert knowledge work

74.7Axon Eido 3 Pro
Axon Eido 3 Pro
79.8Claude Opus 4.8
Opus 4.7
80.6GPT-5.5
GPT-5.5
57.8Gemini 3.1 Pro
Gemini 3.1

BankerToolBench

Financial tool use

76.1Axon Eido 3 Pro
Axon Eido 3 Pro
81.3Claude Opus 4.8
Opus 4.7
70.0GPT-5.5
GPT-5.5
67.0Gemini 3.1 Pro
Gemini 3.1

MCP Atlas

MCP tool orchestration

74.2Axon Eido 3 Pro
Axon Eido 3 Pro
77.0Claude Opus 4.8
Opus 4.7
75.3GPT-5.5
GPT-5.5
69.2Gemini 3.1 Pro
Gemini 3.1

OSWorld-verified

Computer-use agents

70.0Axon Eido 3 Pro
Axon Eido 3 Pro
82.8Claude Opus 4.8
Opus 4.7
78.7GPT-5.5
GPT-5.5
76.2Gemini 3.1 Pro
Gemini 3.1

Scores reported as pass@1 / verified accuracy. Higher is better. Axon Eido 3 Pro at $3 / $9 per Mtok.

04 / BENCHMARKSAxon Lumen 4

Axon Lumen 4.
Frontier-class intelligence.

Axon Lumen 4 goes head-to-head with the frontier field across 14 coding, general-agent and visual-agent benchmarks — holding a top-3 spot on 9 of 14, just behind Fable 5 and GPT-5.6 Sol. Hover any bar for the exact score.

Axon Lumen 4Axon Lumen 4
Fable 5Fable 5
GPT-5.6 SolGPT-5.6 Sol
Opus 4.8Opus 4.8
top-3 on 9 of 14 benchmarks

Coding

All maxed out on thinking effort: max or xhigh.

DeepSWE

Deep software engineering agents

68.5
Axon Lumen 4
Lumen 4
70.0
Fable 5
Fable 5
73.0
GPT-5.6 Sol
GPT-5.6
59.0
Opus 4.8
Opus 4.8

FrontiersSWE

Frontier SWE task solving

70.8
Axon Lumen 4
Lumen 4
86.6
Fable 5
Fable 5
71.3
GPT-5.6 Sol
GPT-5.6
66.7
Opus 4.8
Opus 4.8

Kimi Code Bench 2.0

Internal coding evaluation

64.3
Axon Lumen 4
Lumen 4
76.9
Fable 5
Fable 5
64.8
GPT-5.6 Sol
GPT-5.6
71.7
Opus 4.8
Opus 4.8

Terminal Bench 2.1

Autonomous terminal tasks

84.1
Axon Lumen 4
Lumen 4
84.6
Fable 5
Fable 5
88.8
GPT-5.6 Sol
GPT-5.6
84.6
Opus 4.8
Opus 4.8

Program Bench

Program synthesis & repair

76.3
Axon Lumen 4
Lumen 4
76.8
Fable 5
Fable 5
77.6
GPT-5.6 Sol
GPT-5.6
71.9
Opus 4.8
Opus 4.8

SWE Marathon

Long-horizon SWE endurance

34.5
Axon Lumen 4
Lumen 4
35.0
Fable 5
Fable 5
39.0
GPT-5.6 Sol
GPT-5.6
40.0
Opus 4.8
Opus 4.8

General Agents

All maxed out on thinking effort: max or xhigh.

GDPval-AA v2 Elo

Expert knowledge work

1693.0
Axon Lumen 4
Lumen 4
1760.0
Fable 5
Fable 5
1748.0
GPT-5.6 Sol
GPT-5.6
1600.0
Opus 4.8
Opus 4.8

JobBench

Real job task automation

46.0
Axon Lumen 4
Lumen 4
57.4
Fable 5
Fable 5
46.5
GPT-5.6 Sol
GPT-5.6
48.4
Opus 4.8
Opus 4.8

AA-Briefcase Elo

Analyst briefcase tasks

1485.0
Axon Lumen 4
Lumen 4
1583.0
Fable 5
Fable 5
1495.0
GPT-5.6 Sol
GPT-5.6
1354.0
Opus 4.8
Opus 4.8

SpreadsheetBench 2

Spreadsheet reasoning

31.9
Axon Lumen 4
Lumen 4
34.7
Fable 5
Fable 5
32.4
GPT-5.6 Sol
GPT-5.6
31.6
Opus 4.8
Opus 4.8

Automation Bench

Workflow automation

28.6
Axon Lumen 4
Lumen 4
29.1
Fable 5
Fable 5
29.7
GPT-5.6 Sol
GPT-5.6
27.2
Opus 4.8
Opus 4.8

BrowseComp

Web browsing & research

87.5
Axon Lumen 4
Lumen 4
88.0
Fable 5
Fable 5
90.4
GPT-5.6 Sol
GPT-5.6
84.3
Opus 4.8
Opus 4.8

Visual Agents

All maxed out on thinking effort: max or xhigh.

CharXiv (RQ) w/ tool

Chart reasoning with tools

88.6
Axon Lumen 4
Lumen 4
93.5
Fable 5
Fable 5
89.1
GPT-5.6 Sol
GPT-5.6
89.9
Opus 4.8
Opus 4.8

Zerobench w/ tool (Pass@5)

Zero-shot visual reasoning

34.5
Axon Lumen 4
Lumen 4
46.0
Fable 5
Fable 5
35.0
GPT-5.6 Sol
GPT-5.6
34.0
Opus 4.8
Opus 4.8

Note: All Fable 5 results are with potential fallbacks. All GPT-5.6 Sol results include potential cyberguards. Higher is better.

WHY MATTERAI

The MatterAI Advantage

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70% Lower Token Cost

Our primary moat is efficiency. By co-designing hardware-aware model reasoning with sparse attention algorithms, we pass 70% savings directly to developers.

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OpenAI SDK Compatible

No code rewrite needed. Drop MatterAI endpoint directly in your existing Python, Node, or Go script by changing just the base URL.

→

Panoptic Reasoning

Axon models utilize a proprietary graph-of-thought DAG structure to plan, execute, and self-correct on complex agentic programming tasks.

→

Auto-Prompt Caching

Save an additional 50% on repeated prompts (long schemas, system prompts, codebases) with zero integration overhead.

→

100% Data Privacy

Your prompts, completions, and embeddings are never used to train models. SOC 2 Type II certified, with zero-retention options for enterprise.

→

Deep Codebase Memory

Integrated tightly into Orbital App to index your entire codebase without truncating context.

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