Why Human Edge
The judgment — and the evaluations — your models can't learn alone.
Frontier models have already learned everything the open web can teach. The next gains don't come from more data — they come from expert judgment, and from measuring the right things. Human Edge gives your team credentialed domain professionals, trained as calibrated evaluators who help define what "good" actually looks like in your field.
Together we build the evaluations, rubrics, and benchmarks that genuinely predict real-world performance — each one shipped with provenance, reliability metrics, and a traceable approval pack you can defend to a regulator, a board, or a research review. Engage us however deep you need: source the specialists, manage the production, or hand us the problem and get a delivered program back.
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Human Edge operates within Dialectica Group
Human Edge operates within Dialectica Group, the research intelligence platform that has connected institutional investors and management consultants with expert insight for over a decade. Our network isn't built overnight. It's inherited. Every engagement runs on enterprise-grade trust: SOC 2 Type II and ISO 27001/27017/27018 certified, GDPR compliant, with identity-verified specialists and full audit logging retained for 3+ years.
Domain Coverage
Ship regulated AI with confidence
We go deep in the high-stakes domains where expert judgment is the difference between a model you can ship and one you can't.
Finance
- Policy suitability guardrails
- Financial advice compliance
- Risk assessment logic eval
- Earnings document analysis
- Regulatory disclosure review
+ more
Legal & Compliance
- Contract review pipelines
- Case law Q&A accuracy
- Regulatory compliance checks
- Multi-jurisdiction reasoning
- Citation hallucination eval
+ more
Healthcare
- Clinical reasoning traces
- Medical writing accuracy
- Guideline adherence checks
- Drug interaction flagging
- Patient communication evals
+ more
Specialized Domains
- Life Sciences
- Scientific research evals
- Coding & software quality
- Government & policy
- Education
- Multilingual
+ more
Case Study
31 Practicing Attorneys. 50 Tasks. One Benchmark.
Elite attorneys (~18.5 yrs avg., T14 / Magic Circle pedigree) authored high-complexity tasks — each a legal reasoning prompt, gold answer, and 20–40-criterion weighted rubric — spanning Contract, Litigation, Employment, Regulatory, M&A, and IP. We benchmarked three frontier models against them: the leader passed 71.7% of criteria, and Sources & References emerged as the universal blind spot (37–45% failure across all models).
Sample task - Illustrative excerpt
PROMPT (IP LAW)
Review the attached Patent License Agreement together with the sublicense granted to a downstream vendor. Determine whether the vendor’s use of the licensed caching method in its cloud analytics product falls within the ‘Field of Use’ restriction in Section 2.1, and identify any conflict with the sublicensing rights granted in Section 3.2. Also flag whether prosecution history estoppel from the patent’s file wrapper narrows the claim scope in a way that affects this analysis.
GOLDEN RESPONSE
The Field of Use in §2.1 limits the license to ‘on-premises data storage systems,’ but the vendor’s cloud analytics product is a hosted SaaS offering — outside the licensed field. Section 3.2’s sublicense grant doesn’t cure this, since it only permits sublicensing ‘within the Field of Use,’ so the vendor’s actual use exceeds both the sublicense and the underlying grant. (continues) …
Senior IP Litigation Counsel
RUBRIC
- Identifies the Field of Use restriction in §2.1 and matches it against the accused product
- Recognizes that the §3.2 sublicense doesn’t expand the Field of Use
- Correctly applies prosecution history estoppel using the file wrapper amendment
- Cites specific clause and claim references (§2.1, §3.2, claim 1)
Our Edge
Full-Stack Human Signal Infrastructure
Expert Network
We source or fully manage task-specific expert cohorts across specialized domains — credentialing, onboarding, contracting, calibration, payments, and performance management handled end to end, so you always have replacement capacity on hand.
Expert-Built Data & Evaluations
Domain experts evaluate model outputs for accuracy, reasoning quality, and failure modes, and build the rubrics, gold sets, reference answers, and preference rankings behind them — RLHF and alignment data included, with structured rationale, not just gut feel.
Permissioned Enterprise Data
We partner with enterprises to source, permission, and structure their proprietary data, and deliver it as complete, ready-to-train corpora. Niche, high-complexity labeling and annotation that generic crowd platforms can't do, built for model training and workflow-based evaluations.
Expert Surveys & Workflow Mapping
We field structured surveys and workflow studies to identity-verified practitioners and hard-to-reach user cohorts, never a panel. Quantified workflow steps, rubric-based expert judgments, and voice-recorded reasoning arrive in days, with full respondent provenance.
The Network
Not annotators. The actual professionals.
Our network is built on the same people your firm calls when it needs expert judgment — former partners, senior associates, practicing specialists. Not crowd workers. Not students. The real thing.
Cathy Z. Qi
"What stood out most was their ability to quickly grasp complex issues and translate them into practical, actionable insights. Day to day, the team was responsive, thoughtful and collaborative, and I always felt well supported and guided throughout the process."
Erika Sheldon
"Working with Human Edge was a deeply fulfilling experience where the challenging nature of the work was matched by exceptional support. Their commitment to excellence and the quality of their internal team make for a truly seamless and rewarding partnership."
Yi Kang Choo
"I was given helpful training, clear tasks, alongside full autonomy to manage my time and approach before submitting work for feedback. I will definitely recommend Human Edge to other domain experts."
Sarah Moros
"The Human Edge project allowed me to apply advanced legal thinking and analysis to AI model development, which was educational, interesting, and challenging."
Pablo Gubert
"I value the intellectual rigor of the tasks and the high professional standards of this network. I recommend this collaboration to experts who enjoy solving complex legal puzzles."
For Experts
Your expertise is worth more than you think — to AI.
Benefits
Competitive, flexible compensation
Paid per project, per hour, or on retainer depending on scope. Rates reflect professional expertise — not crowd work.
Work that reflects your depth
No basic data entry. The work requires your domain judgment — evaluating AI reasoning in your field, the way you'd evaluate a junior analyst's work.
Shape how AI thinks about your industry
The AI systems used in law firms, hospitals, and financial institutions are trained on expert judgment like yours. You're not just earning — you're shaping the field.
Selective. Senior. Serious.
We work with a curated group of verified professionals. You'll be part of a network that includes peers from the top firms in your industry.