Data Platform
CoreThe environment for domain experts to create, review, and deliver complex datasets
✦ Enterprise AIHuman Data & Empirical Evaluation Platform
The AI platform for
frontier intelligence
Neutals Labs turns verified human expertise into high-signal training datasets, RLHF evaluations, and custom multimodal pipelines for leading frontier AI teams.
Problem
AI researchers and enterprises are hitting walls with suboptimal data solutions.
Today's models can generate fluent answers. But they struggle with real work. Because real work isn't just statistical token prediction. It's nuanced decisions, rigorous tradeoffs, and deep contextual reasoning. That critical knowledge doesn't live on the public internet — it lives inside human experts.
Expertise has never been captured with precision. Until now.
The most valuable knowledge is rarely written down in public forums. It exists in how top-tier professionals think — not just the final conclusion, but the step-by-step hypotheses, error corrections, domain constraints, and tool selections.
We collaborate directly with verified subject-matter experts across computer science, law, quantitative finance, medicine, and robotics to capture that tacit thinking, then structure it into high-signal training datasets that frontier foundation models can truly learn from.
Figure 1.0 · Capturing Tacit Human Cognitive WorkflowsNeutals Data Intelligence Labs
Our solution
We turn real-world work into training data.
Neutals Labs is an applied AI research and data intelligence lab curating intentional, high-signal data solutions for frontier foundation model development. Models trained on passive outputs plateau. Models trained on verified reasoning traces break through. We architect datasets that reflect how world-class experts actually solve problems — step by step, decision by decision.
Our data includes:
Supervised Fine-Tuning (SFT)
Chain-of-ThoughtMulti-turn DialogueDomain Reasoning
High-quality prompt–response pairs and multi-step chain-of-thought (CoT) reasoning traces — teaching foundation models how to behave, deliberate, and solve complex multi-domain challenges.
Reinforcement Learning + Rubrics
RLHF / RLVRGrading RubricsAutomated Verifiers
Expert-designed prompt distributions with verifiable grading rubrics and deterministic reward functions for reasoning and code generation — turning subjective domain judgment into scalable, high-confidence reward signals.
Agent Environments (API / MCP)
MCP ProtocolAPI Tool CallingSandbox Trajectories
Custom simulation environments across REST APIs, Model Context Protocol (MCP) servers, and enterprise tools — enabling rigorous end-to-end training and evaluation of autonomous tool-calling agents in real-world workflows.
Computer Use Trajectories
GUI NavigationOS AutomationMultimodal Grounding
Human-demonstrated interaction traces across operating systems, browsers, and desktop software environments — teaching multimodal vision models to navigate GUIs, click, type, and complete intricate software tasks autonomously.
Need custom datasets or tailored vertical benchmarks?
Features
Bento layout. Minimal. Monochrome.
Quality Control
AnalyticsIndependent L0, QC, senior review, rework, escalation, and reviewer analytics.
Groq Assist
AI AdvisoryHuman-controlled pipeline recommendations and metadata-aware QC feedback.
Scale
InfraMongoDB-backed durable imports, leases, retries, and idempotent task generation.
Security
SecurityProject-scoped RBAC, immutable review history, session revocation, and audit events.
Research & Insights
Latest findings from the frontier of Human-AI data collaboration
AI Research, Human Data
2 days ago, Global
Human Expertise Powers Next Generation of AI Training Data
Robotics, AGI Development
1 week ago, Research Labs
Robotics Breakthrough: Humanoids Learn Complex Tasks from Expert Demonstrations
AI Systems, Reasoning
3 days ago, AI Research
The Rise of Agentic AI: How Expert Data Enables Autonomous Reasoning
Trusted by AI Researchers
See how leading frontier AI builders scale dataset labeling, consensus validation, and human evaluation with Neutals Labs.
Emma Wallace
@emmawallace
Using Neutals Labs has completely transformed how our research lab prepares training data. The DAG pipeline workflows and automated quality assurance are unparalleled.
Dr. Aris Thorne
@aris_ai
The combination of Groq AI copilot assistance and Bayesian consensus validation gives us the highest precision human evaluation on the market.
Emma Wallace
@emmawallace
Using Neutals Labs has completely transformed how our research lab prepares training data. The DAG pipeline workflows and automated quality assurance are unparalleled.
Dr. Aris Thorne
@aris_ai
The combination of Groq AI copilot assistance and Bayesian consensus validation gives us the highest precision human evaluation on the market.
Emma Wallace
@emmawallace
Using Neutals Labs has completely transformed how our research lab prepares training data. The DAG pipeline workflows and automated quality assurance are unparalleled.
Dr. Aris Thorne
@aris_ai
The combination of Groq AI copilot assistance and Bayesian consensus validation gives us the highest precision human evaluation on the market.
Emma Wallace
@emmawallace
Using Neutals Labs has completely transformed how our research lab prepares training data. The DAG pipeline workflows and automated quality assurance are unparalleled.
Dr. Aris Thorne
@aris_ai
The combination of Groq AI copilot assistance and Bayesian consensus validation gives us the highest precision human evaluation on the market.
Accelerate your model development today
Deploy custom annotation pipelines, evaluate reasoning models, and access specialized workforce talent on demand.