SWE-Enterprise vs ServiceNow

ServiceNow EnterpriseOps-Gym offers 9,228 task prompts for IT service management. SWE-Enterprise delivers complete codebases, Slack history, and bugs across 10 enterprise domains.

Head-to-Head Comparison

How SWE-Enterprise stacks up against ServiceNow EnterpriseOps-Gym.

Dimension	SWE-Enterprise	ServiceNow
Total Tasks	97,290	9,228
Enterprise Context	Code + Slack + ADRs + Metadata	Task prompts only
Multi-File Reasoning	3+ files per mission	Single task
Bug Injection	1–3 deliberate per world	No bugs
RAG Evaluation	Full suite	None
Domain Coverage	10 enterprise domains	ITSM only
Data Richness	Complete simulated companies	Task descriptions only

Why SWE-Enterprise Wins

Real Codebases

ServiceNow gives you task descriptions. SWE-Enterprise gives you actual code files, Slack conversations, and architecture records. Your RAG system retrieves from real documents — not abstract prompts — producing meaningful evaluation results.

Bugs That Teach

Every SWE-Enterprise world has bugs deliberately injected. ServiceNow has none. If you're training agents to debug, you need bugs to practice on. SWE-Enterprise provides 1–3 realistic bugs per world across 24,316 worlds.

Multi-Domain

ServiceNow is ITSM-only. SWE-Enterprise spans fintech, healthcare, security, SaaS, biotech — 10 domains with distinct terminology, patterns, and architecture styles. Agents trained on SWE-Enterprise generalize across industries instead of overfitting to one vertical.

Structured Ground Truth

SWE-Enterprise RAG tasks are grounded in .mem files with verified metadata. Every retrieval has a verifiable answer, every reasoning task has a known correct path. ServiceNow has no equivalent ground truth for evaluation — you can't measure what you can't verify.

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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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