SWE-Enterprise vs AgentBench

AgentBench tests 1,355 tasks across 8 diverse environments. SWE-Enterprise provides 97,290 structured enterprise tasks focused on real software engineering.

Head-to-Head Comparison

How SWE-Enterprise stacks up against AgentBench.

Dimension	SWE-Enterprise	AgentBench
Total Tasks	97,290	1,355
Enterprise Context	Code + Slack + ADRs + Metadata	Limited environments
Multi-File Reasoning	3+ files per mission	Some multi-step
Bug Injection	1–3 deliberate per world	No bugs
RAG Evaluation	Full suite	None
Domain Coverage	10 enterprise domains	8 diverse tasks
Structured Ground Truth	Yes (verified .mem metadata)	Task-specific

Why SWE-Enterprise Wins

Enterprise Focus

AgentBench tests general agent capabilities across web shopping, house searching, and other consumer tasks. SWE-Enterprise is laser-focused on enterprise software engineering — the hardest and most valuable domain for AI agent evaluation.

Seamless RAG

SWE-Enterprise includes 97,290 RAG tasks out of the box. AgentBench has no RAG component. If you're building RAG pipelines for code, you need code-specific evaluation — not generic agent benchmarks that ignore retrieval entirely.

Controlled Difficulty

SWE-Enterprise missions range from 1–5 difficulty. Start with simple retrieval and progress to multi-file bug diagnosis across unfamiliar codebases. AgentBench offers no comparable progression — tasks vary wildly in difficulty with no structured scaling.

Reproducible Splits

SWE-Enterprise has deterministic 70/15/15 splits via SHA-256 hashing. Zero overlap between train, validation, and test sets. Compare your results against published benchmarks with confidence — every run uses the exact same splits every time.

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Editions

From free samples to enterprise-wide deployment. All editions include full Commercial Training License.

Feature	Evaluation	Research	Professional	Enterprise
5 Preview Worlds	✓	✓	✓	✓
1,000 Worlds	—	✓	✓	✓
5,000 Worlds	—	—	✓	✓
Full 24,316 Worlds	—	—	—	✓
Commercial License	—	✓	✓	✓
QA Report	✓	✓	✓	✓
Dataset Updates	—	6 months	12 months	Ongoing
Priority Support	—	—	✓	✓

Evaluation

5 worlds · Evaluate quality before you commit.

5 enterprise worlds
Sample from all 10 domains
All 5 components per world
Unrestricted evaluation

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Research

1,000 worlds · For individuals, universities, and startups.

1,000 enterprise worlds
All 10 domains represented
1,000+ RAG evaluation tasks
Full commercial training license
Documentation bundle

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Professional

5,000 worlds · Built for commercial AI teams.

5,000 enterprise worlds
Stratified domain sampling
20,000+ RAG evaluation tasks
Full commercial training license
Priority support

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Enterprise

Full dataset · For organizations requiring maximum coverage.

24,316 worlds (full dataset)
Maximized domain + difficulty coverage
97,290 RAG evaluation tasks
Full commercial training license
Custom domain weighting available
Dedicated support + onboarding

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