EmBench Global Work
The rules of working across borders, scored fact by fact.
DeepSeek V4.1 Flash
75%Claude Opus 5.5
74%GLM 5.3 Flash
72%Claude Sonnet 5.5
71%Pangaea
70%
Benchmarks and training data from the experts who run global business every day.
Benchmarks for business operations, built with the experts who do the work.
The rules of working across borders, scored fact by fact.
DeepSeek V4.1 Flash
75%Claude Opus 5.5
74%GLM 5.3 Flash
72%Claude Sonnet 5.5
71%Pangaea
70%Real payroll questions across 8 countries, built with in-country experts.
Claude Opus 5.5
89.7%Claude Sonnet 5.5
82.5%Gemini 3.8 Flash
78.9%Pangaea
73.6%GPT-6 Luna
70.7%Real reconciliation tasks, scored by finance experts.
Real prospecting and outreach tasks, scored by sales experts.
Real-world tests that show how your model performs on the work businesses actually do.
Talk to usExpert-written data that teaches models how that work gets done.
Talk to usExpert-checked tasks that will train agents to do the work right.
Talk to usDeel runs payroll, hiring, and compliance for 40,000+ companies in 150+ countries and we know what a right answer looks like. The knowledge that runs a business rarely lives on the public web. We built Emet to capture it, tested it on Deel’s AI first, and now open it to every model builder.
We see it at scale. Deel runs payroll, HR, and compliance for 40,000+ companies in 150+ countries.
We live it. 7,000+ people run Deel’s own finance, sales, and operations, on Deel.
Proven on Deel’s AI first. Emet helps build Pangaea, Deel’s family of LLMs, built on open-weight models.
We already have the experts. Deel finds, verifies, and pays specialists anywhere in the world.
That’s what Emet brings to every benchmark and dataset.
Experts who do the work review every task before it reaches you.
Join as an expertWe publish the benchmark first, so you can see how frontier models perform before you commit. Then we build the data that improves your model.
Before working with any lab, we tested Emet on Deel’s own AI. It still runs there every day.
Emet is Deel’s AI lab for model evaluation and training, specializing in how businesses run: payroll, HR, compliance, legal and finance. We build benchmarks and expert training data, and we’re building RL environments, to make AI better at the work that runs a business, starting with payroll and global work. Emet is open to every model builder.
Emet is Deel’s AI lab. Deel runs payroll, HR, and compliance for 40,000+ companies in 150+ countries, so our first benchmarks come from work Deel does every day. Deel’s network also lets Emet find, verify, and pay experts compliantly around the world.
EmBench is Emet’s family of benchmarks for business operations. It tests how AI models handle the work that runs a business, starting with payroll and the rules of working across borders. Every model, ours included, is scored against expert answers. Each answer is scored on how complete and correct it is, not just whether it sounds right. Each benchmark’s page has its full details.
We build the benchmarks and training data that labs use to train their models, and we’re building RL environments. Emet itself isn’t a model. Deel also trains its own AI. Pangaea is Deel’s family of AI models for payroll and compliance, built with Emet’s help.
Practicing professionals in payroll, compliance, legal, finance, and sales. Emet sources them through Deel, which pays people in 150+ countries for 40,000+ companies. That means true specialists from anywhere, contracted and paid compliantly.
Because in business, almost right is wrong. A payroll error means someone isn’t paid correctly. A wrong clause in an employment contract can lead to a legal dispute. A missed compliance rule can mean fines. Deel sees what’s at stake every day, across 150+ countries. Automated checks are only as good as the standard behind them. Our experts set that standard, and automation helps us apply it at scale.
Every engagement is scoped to your data handling requirements before work begins. Emet doesn’t use your data to train or fine-tune any model. Client data is anonymized before experts see it, either by you before sharing or by Deel as part of setup. Experts only access what’s needed to complete the defined task.
Pricing depends on the project. Tell us what you need, and we’ll scope it with you.