Expert Intelligence for Frontier AI
Training data, evaluation, and AI services from top experts in every field.
Trusted By
Alex Gerbershagen
Professor, University of Oxford
Expertise
- Accelerator Physics
- Particle Therapy
- Medical Physics Applications
- Beam Physics & Instrumentation
Recent Experience
Professor, University of Oxford. Former head of PARTREC in Groningen, Netherlands. Previously worked at CERN and the Paul Scherrer Institute.
Meet Some of Our Experts
Top PhDs and professionals from leading institutions worldwide
Radiation Physicist
CERN
Expertise
- Proton Therapy
- Monte Carlo Simulations
- Medical Physics
- Machine Learning
Recent Experience
Dr.sc. in Physics from ETH Zürich. 4+ years at CERN
Surface Chemistry Expert
Los Alamos National Lab
Expertise
- Surface Chemistry
- X-ray Photoelectron Spectroscopy
- Atmospheric Chemistry
- Material Interfaces
Recent Experience
PhD in Chemistry from UC Irvine. NSF Postdoctoral Fellow, h-index 25.
Clinical Psychology Researcher
UCSF
Expertise
- Digital Mental Health
- AI Content Development
- Clinical Research
- Evidence-Based Therapy
Recent Experience
PhD in Clinical Psychology from UC Berkeley. NIMH postdoctoral fellow at UCSF. Expert in training NLP models for digital therapy, CBT/DBT/ACT interventions, and psychedelic-assisted therapy research.
Senior Health Data Scientist
National Institutes of Health
Expertise
- Health Disparities Analytics
- Epidemiological Modeling
- Machine Learning
- Clinical Research
Recent Experience
PhD in Public Health from Tulane. Expert in chronic disease epidemiology and advanced statistical methodologies for population health.
Applied Mathematics
Yale
Expertise
- Stochastic Processes
- Game Theory
- Predictive Modeling
- Social Graph Theory
Recent Experience
PhD in Applied Mathematics from Yale and Stony Brook. Specialist in behavioral analytics, AI/ML consulting, and data monetization for startups. Expert in time series analysis and market dynamics.
Senior Machine Learning Engineer
UC Berkeley
Expertise
- Generative AI
- Natural Language Processing
- Deep Learning
- Enterprise ML
Recent Experience
PhD in Data Science from UC Berkeley. Expert in transformer models, real-time ML deployment, and enterprise AI systems. Built 50+ deep learning models for production use.
The Challenge
Foundation models are getting more specialized, and researchers now use them every day on hard problems in medicine, science, and mental health. But the hardest problems in those fields call for expertise the models haven't learned.
That expertise matters for two reasons. First, only people with the deepest training and experience know enough to push models past their current limits. Second, they know where things go wrong in their fields: the common misconceptions, the dangerous edge cases, the answers that look right and aren't. A safe, reliable model has to learn those too.
The problem is that people with this expertise are rare, and hard to reach at the scale model training needs.
Our Solutions
We built Aligned to close that gap. Our network of 20,000+ experts from the world's leading institutions gives AI teams frontier-level expertise at the scale training requires. The data they produce reflects years of specialized work. They know the edge cases, and they spot safety problems that only someone working at the front of a field would recognize.
Novel Data Creation
Training data that only domain leaders can produce. Our experts write the hard problems, reasoning chains, and scenarios you can't find anywhere else.
Learn MoreExpert Annotation
Annotation and RLHF from specialists who can tell a correct answer from a plausible one. Their feedback teaches models how experts judge work.
Learn MoreSafety & Evaluation
Specialists review model outputs and probe edge cases in their own fields. They catch the subtle errors and risks that generalist reviewers miss.
Learn MorePrototypes & Consulting
We help you build AI-first applications on models fine-tuned for your business problem, and we stay involved from first prototype to deployment.
Learn MoreHow It Works
Define Your Challenge
Tell us what you're building and where your models fall short.
Expert Matching
We find the right domain experts and introduce them within 48–72 hours.
White-Glove Project Management
A dedicated team runs the project day to day, so you can stay focused on your models.
Continuous Quality Assurance
We review the work throughout the project and adjust as results come in.
Why Aligned
We hold every expert to The 1% Standard: we work only with people from leading research universities and institutions like MIT, Stanford, and Harvard. They are doing the research in their fields, so they know where the frontier is.
Every project gets a dedicated team that manages the experts, the timeline, and quality control, and keeps you updated without being asked. Your team stays focused on the model. Our experts sign on because they want AI built responsibly.
Our team has worked on foundation model development and built production AI at Google, OpenAI, and Meta. We know what model teams need from expert data because we've been on that side of the table.
Advancing frontier models across domains
20,000+ experts from the world's leading institutions, including researchers who define their fields.
Get Started