SWE-Enterprise vs HumanEval

HumanEval tests 164 isolated Python function signatures. SWE-Enterprise tests real-world enterprise debugging across 97,290 multi-file tasks.

Head-to-Head Comparison

How SWE-Enterprise stacks up against HumanEval.

Dimension	SWE-Enterprise	HumanEval
Total Tasks	97,290	164
Enterprise Context	Code + Slack + ADRs + Metadata	Single function only
Multi-File Reasoning	3+ files per mission	Single function
Bug Complexity	Realistic multi-step bugs	Simple function errors
RAG Evaluation	Retrieval + Reasoning + Grounding	None
Domain Coverage	10 enterprise domains	Python only
Scale	24,316 worlds	164 problems

Why SWE-Enterprise Wins

Massive Scale

97,290 tasks vs 164. Every percentage point of improvement on SWE-Enterprise represents meaningful progress. HumanEval's tiny sample size makes it impossible to distinguish signal from noise — a 1% swing is just 1.6 problems.

Real-World Bugs

HumanEval tests whether a function produces the right output. SWE-Enterprise tests whether an agent can find, diagnose, and fix bugs in unfamiliar codebases — the actual work of enterprise software engineering.

Cross-File Reasoning

Enterprise bugs don't live in single functions. SWE-Enterprise missions require understanding how files interact, tracing data across services, and verifying fixes against architecture decisions. HumanEval tests one function at a time.

RAG Built In

HumanEval has no retrieval component. SWE-Enterprise includes 97,290 RAG tasks that test retrieval, reasoning, and grounding — essential for production RAG pipelines. If you're building retrieval-augmented systems, you need benchmarks that measure what matters.

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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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