Task-level expertise
Identify the specific work an AI system needs to perform, from clinical reasoning to financial analysis to contract review.
Human knowledge. Model progress.
Expertise wherever your models need it.
Alpheva builds specialized expert networks across professions and specialist fields.
We turn real-world judgment into training data, environments, and evaluations.
Expertise is more than a domain
The right expertise starts with the work.
A domain is only the starting point.
The right expert depends on the task your model needs to perform, the skills and tools involved, and the standard of a good outcome.
Alpheva maps AI workloads to the precise expertise required to perform and evaluate them.
Domain
Finance
Specialty
Investment Management
Task
Equity Research
Skills
- Financial Modeling
- Valuation
- Risk Analysis
Tools
- Bloomberg
- Excel
- Python
Outcome
Institutional-quality investment analysis
From broad domains to the precise expertise required for real-world work.
Expertise taxonomy
A structured map of human expertise.
Our taxonomy connects professional domains to the specific specialties, tasks, skills, tools, and judgment required for real-world work.
It lets us move from:
What does the model need to do?
What expertise is required to do it well?
Which experts can perform and evaluate that work?
and move to:
Precise expert profiles
Define the specialty, experience, skills, tools, and judgment required for each task.
Outcome-level evaluation
Capture not just what an expert does, but what good performance looks like.
Expertise coverage
Find your field.
From established professions to specialized crafts, every discipline brings its own way of thinking.
01
Financial & Professional
- Finance
- Accounting
- Investment Management
- Banking
- Risk & Insurance
- Tax
How experts contribute
Experts review financial models, check accounting and tax assumptions, and evaluate insurance, investment, and risk analyses.
04
Business & Management
- Strategy
- Ops & Marketing
- Product
- GTM
- HR
- Project Management
How experts contribute
Practitioners review business strategies, evaluate product and marketing decisions, and assess management, HR, and project workflows.
07
Engineering & Industrial
- Mechanical
- Electrical
- Civil
- Chemical
- Manufacturing
- Robotics
How experts contribute
Engineers check design calculations, review manufacturing procedures, and test model outputs against physical and engineering constraints.
10
Commerce & Operations
- Retail
- Supply Chain
- Procurement
- Logistics
- Sales
- Hospitality
How experts contribute
Practitioners test purchasing and fulfillment workflows, review operational decisions, and evaluate how AI agents handle real-world business processes.
13
Psychology & Behavioral Science
- Psychology
- Behavioral Science
- Cognition
- Decision-Making
- Human Factors
- User Research
How experts contribute
Experts evaluate reasoning, behavior, human decision-making, user interactions, and AI outputs involving cognitive and behavioral judgment.
16
Government & Public Policy
- Public Administration
- Government
- International Relations
- Public Policy
- Public Finance
- Regulation
How experts contribute
Specialists review policy analysis, evaluate public-sector workflows, and assess evidence, regulatory context, and public-service outcomes.
02
Technology & Computing
- Software
- AI/ML
- Data Science
- Cybersecurity
- Cloud
- Semiconductors
How experts contribute
Practitioners review code, test security scenarios, and evaluate how AI systems use software, data, and technical tools.
05
Healthcare & Life Sciences
- Medicine & Dentistry
- Surgery
- Clinical Research
- Nursing
- Pharma & Biotech
- Veterinary
How experts contribute
Specialists review clinical reasoning, assess research and medical content, and evaluate outputs against professional standards.
08
Agriculture & Food
- Agronomy
- Horticulture
- Seeds
- Fertilizers
- Crop Protection
- Food Science
How experts contribute
Specialists evaluate agricultural recommendations, review production scenarios, and assess assumptions against real-world growing and operating conditions.
11
Construction & Infrastructure
- Construction
- Architecture
- Real Estate
- Infrastructure
- Urban Planning
- Building Systems
How experts contribute
Practitioners review building plans, evaluate project estimates, and assess construction, infrastructure, and real-estate workflows.
14
Languages & Communication
- Languages
- Linguistics
- Translation
- Localization
- Terminology
- Communication
How experts contribute
Language specialists evaluate meaning, fluency, cultural context, terminology, translation quality, and communication across languages and domains.
17
Education
- Teaching
- Curriculum
- Assessment
- Instructional Design
- Higher Education
- Learning Science
How experts contribute
Educators review instructional content, design assessments, evaluate tutoring responses, and assess learning outcomes against educational standards.
03
Law & Legal Services
- Corporate Law
- Civil Litigation
- Criminal Law
- Contract Law
- Intellectual Property
- Compliance
How experts contribute
Specialists review legal analysis, assess contract language and supporting evidence, and evaluate legal research and compliance workflows.
06
Science & Research
- Mathematics
- Physics
- Chemistry
- Biology
- Earth
- Statistics
How experts contribute
Researchers create scientific problems, verify calculations, assess experimental reasoning, and evaluate whether conclusions follow from evidence.
09
Energy & Natural Resources
- Oil & Gas
- Mining
- Geology
- Metals
- Power and Utilities
- Renewables
How experts contribute
Experts interpret geological and resource data, review operational decisions, and evaluate technical outputs against industry constraints.
12
Media, Design & Culture
- Journalism
- Media
- Design
- Film
- History
- Cultural Heritage
How experts contribute
Practitioners verify historical and cultural context, review creative work against a brief, and evaluate accuracy and interpretation.
15
Aerospace, Defense & Security
- Aerospace
- Aviation
- Defense
- Intelligence
- Space Systems
- Maritime Security
How experts contribute
Specialists review aerospace and aviation systems, assess intelligence analysis, and evaluate defense and security workflows against operational requirements.
18
Specialist Expertise
- Gemology
- Luxury
- Collectibles
- Sports
- Culinary
- Horology
How experts contribute
Specialists identify, classify, evaluate, and explain highly specific knowledge that is rarely represented in conventional datasets.
From AI workload to expert data
Start with the work. End with usable AI data.
Every AI system has different requirements.
We translate those requirements into precise expert workflows and turn the resulting work into high-quality data for training, evaluation, and agent development.
Example 01
Financial analysis
AI workload
Evaluate an AI agent performing investment research.
Expertise required
- Finance
- Investment Management
- Equity Research
- Financial Modeling
- Investment Judgment
Expert output
- Expert research workflows
- Tool-use trajectories
- Demonstrations
- Evaluation rubrics
- Model judgments
Example 02
Clinical reasoning
AI workload
Evaluate whether an AI system can reason through complex clinical cases.
Expertise required
- Healthcare
- Medicine
- Cardiology
- Clinical Reasoning
- Differential Diagnosis
Expert output
- Expert demonstrations
- Clinical judgments
- Evaluation criteria
- Failure analysis
- Benchmark data
Example 03
Legal reasoning
AI workload
Assess an AI system's ability to review and interpret commercial contracts.
Expertise required
- Law
- Commercial Law
- Contract Analysis
- Legal Reasoning
- Negotiation
Expert output
- Expert workflows
- Annotated examples
- Model evaluations
- Rubrics
- Outcome-based judgments
How it works
The right people.
For the real work.
We don't start with a resume database.
We start with the work your model needs to accomplish.
Define the work
We identify the decisions, workflows, tools, edge cases, and failure modes your model needs to handle.
Map the expertise
We decompose the workload into the domains, specialties, tasks, skills, and experience required.
Build the expert network
We identify, recruit, qualify, and organize experts against those requirements, including narrow and highly specialized fields.
Capture and evaluate
Experts perform real work and evaluate model outputs. Their judgment becomes training data, environments, rubrics, evaluations, and reward signals.
What experts enable
Expertise across the model development lifecycle.
Training Data
Expert demonstrations, annotations, reasoning, decisions, and domain-specific workflows.
Evaluations
Expert-designed benchmarks, rubrics, judgments, and failure analysis.
Agent Environments
Real-world workflows, tools, constraints, and task environments for AI agents.
Reward Signals
Human preferences and outcome-based judgments that help models learn what good performance looks like.
Built for frontier AI
Expertise for the problems AI hasn't solved yet.
The hardest AI problems often require knowledge that can't be found in a standard dataset.
They require people who understand the work.
Alpheva builds specialized expert networks for AI companies working across technical, professional, scientific, and highly specialized domains.
AI Research
Expertise for model training, reasoning, post-training, and evaluation.
AI Agents
Experts who can perform and evaluate real-world workflows across the tools they use.
Vertical AI
Domain specialists who understand the decisions, constraints, and standards of specific industries.
Model Evaluation
Experts who can distinguish plausible output from genuinely correct, useful, and expert-level work.
Don't see your domain?
We build the network around your model.
If your expertise doesn't fit neatly into an existing category, that's expected.
Tell us what your model needs to learn, perform, or evaluate.
We'll map the required expertise and build the expert network around the work.
Talk to AlphevaBuild with Alpheva
Build better models with better human judgment.
AI systems learn from what they are shown and improve through what they can be measured against.
Alpheva connects AI companies with the specialized human expertise required to generate the data, environments, and evaluations that move models forward.