Description review

Domain Advisor Consultant (Subject Matter Expert)

Invisible Technologies · Remote · back to the listing

HR standards

43/100

poor

Title ↔ description

80/100

solid

Reads as

Unclear

no confident match

What the listing never says

  • 16 bullet points. Long requirement lists deter qualified candidates, who read them as hard gates. Scope clarity
  • No section describes what the person would actually do. Scope clarity
  • No pay range published. Candidates cannot tell whether applying is worth their time. Pay transparency

The listing, marked up

Nothing in the wording of this listing tripped a check. The scores above still judge how complete and coherent it is.

Engagement Type: Business-to-Business (B2B) / Independent Contractor

Location: Remote

The Opportunity: Define the "Ground Truth" for Generative AI

We are looking to engage elite Subject Matter Experts (SMEs) to partner with us on high-impact AI evaluation and training projects. We are not looking for generalists; we are seeking established authorities—the top 1% in their respective fields—who are eager to apply their deep domain knowledge to shape the reasoning, accuracy, and safety of next-generation Large Language Models (LLMs).

This is a consulting engagement for independent professionals who want to help define what "perfection" looks like in their industry. You will not just be grading AI; you will be architecting the "Gold Standard" rubrics that teach models how to think like an expert.

Scope of Services & Deliverables

This engagement focuses on high-level advisory and specialized analysis. Consultants will operate under a Statement of Work (SOW) to provide the following deliverables:

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Rubric Architecture: Review and advise on the quality criteria used to evaluate AI outputs. You will determine if the AI’s logic holds up to professional scrutiny in your field.

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"Golden" Data Curation: Create, edit, or certify "Golden Tasks"—benchmark examples of perfect prompts and responses that serve as the ground truth for model training.

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Expert Gap Analysis: Analyze model failures (hallucinations, logical fallacies) and provide technical breakdowns of why the model failed and how a human expert would have approached the problem.

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Advisory on Complexity: Consult on the difficulty and nuance of specific prompts to ensure the AI is being tested against sufficiently rigorous scenarios.

Consultant Profile: Who We Are Looking To Partner With

We are seeking independent business owners, freelancers, and academic leaders who possess:

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Elite Domain Mastery: Advanced degrees (PhD, MD, JD) or equivalent industry-recognized status (e.g., Senior Principal Engineer, Published Author, Award-Winning Creative).

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Professional Autonomy: You currently operate as an independent consultant or freelancer and have your own workflows, equipment, and professional methodology.

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Interest in Shaping Technology: While prior experience in AI evaluation is a bonus, it is absolutely not required. We want industry veterans who are eager to set the "gold standard" for how AI should operate within their specific profession.

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Articulate Reasoning: The ability to not just know the right answer, but to articulate the reasoning process clearly in writing.

Engagement Structure & Compliance

This is a strictly non-employee, independent contractor opportunity designed for professionals who manage their own business operations.

• Engagements are project-based and non-exclusive, allowing you to continue working with other clients

• You have flexibility in how you complete deliverables, in alignment with project requirements

• Scope, timelines, and compensation are defined in advance for each assignment

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Remote & Independent: You provide your own workspace and equipment.

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Global Compliance: Candidates must be properly registered to operate as independent contractors in their country of residence.

Why Top-Tier Consultants Partner With Us

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Intellectual Challenge: This is rare, cerebral work that challenges you to deconstruct your own expertise to train a machine.

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High-Value Impact: Your input directly influences the safety and capability of models used by millions.

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Flexible Revenue Stream: Supplement your primary consulting business with flexible, high-value project work.

Originally posted on Himalayas

How this was produced

Highlights are found by rule, not by a model: each one is a phrase matched at a known position, and every note is a template we wrote. The two scores come from a typed-decision model (Jev) that reads the listing against the official role definition and real listings for the same role, and returns probabilities rather than prose — it never writes any of the words on this page, and never chooses what to highlight.

Deterministic penalty applied to the HR score: 16 points (from 59 before penalties). Reviewed 21 Sep 2026.