Enterprise infrastructure for evaluating and deploying AI agents
Move beyond prototypes. Build, evaluate, and deploy AI agents that can reliably execute complex, multi-step work across your business.
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Labelbox Agent Studio helps you evaluate, improve, and deploy AI agents on real-world workflows. Built from years of work with frontier AI labs and Fortune 500 enterprises, it provides a closed-loop system to ensure agents are:
Reliable
Proven to complete real tasks end-to-end.
Measurable
Evaluated with structured, expert-defined metrics.
Production-ready
Tested in environments that mirror actual systems.
A new standard for enterprise agent development
ENVIRONMENTSHigh-fidelity enterprise environments
Recreate real workflows, not toy simulations.
Containerized environments mirroring production systems
Integrations with SaaS tools, APIs, databases, and internal systems
Full toolchain access: agents operate exactly as they would in production
Agents are evaluated where it matters: inside real workflows, under real constraints.
EVALUATIONExpert-defined evaluation systems
Measure what actually matters.
Tasks designed by domain experts across finance, security, legal, and operations
Structured rubrics with outcome + process evaluation
Intermediate checkpoints and reward signals for multi-step reasoning
This creates ground truth for complex work, not just surface-level correctness.
IMPROVEMENTClosed-loop improvement
Turn evaluation into better agents.
Full execution traces captured and analyzed
Structured feedback feeds directly into training pipelines
Reinforcement learning + human-in-the-loop validation
Every run improves the system—continuously and measurably.
How it works
Define
Our forward deployed engineers partner with your internal teams to design, build, and deploy agentic systems tailored to specific workflows.
Connect
Integrate with your systems → APIs, databases, SaaS platforms, internal tools
Generate
Create tasks and evaluation criteria → Expert-designed scenarios + synthetic edge cases
Evaluate
Run agents and score performance → Full traces, rubric-based grading, structured outputs
Improve
Continuously refine performance → RL training loops + human validation
Built for real enterprise workflows
Agent Studio supports high-value, high-complexity domains:
Security & IT operations
Incident response, alert triageFinance & accounting
Modeling, reconciliation, reportingInsurance
Claims processing, document workflowsLegal & compliance
Review, analysis, structured reasoningOperations
Multi-system coordination and executionWhy Labelbox
The bottleneck for enterprise agents is no longer model capability - it’s evaluation. Agent Studio is built on Labelbox’s core strength:
Deep experience with human-in-the-loop systems
Proven infrastructure for high-quality evaluation at scale
Trusted by leading AI labs and enterprise teams
Deploy agents you can trust
Agent Stack provides a clear path from experimentation to production:Evaluate against real work
Improve with structured feedback
Deploy with confidence
Reliable agents aren’t discovered, they’re engineered.