Adam A.

Key Skills

Software

Other

Top Subject Matter

LLM evaluation and AI training (prompt adherence, hallucination detection, quality scoring)

Self-directed generative AI usage with iterative prompt evaluation and structured output creation

AI-assisted business workflow prompting and evaluation (structured review and feedback)

Top Data Types

Text

Image

Top Task Types

Prompt + Response Writing (SFT)

Classification

Tracking

Entity (NER) Classification

Freelancer Overview

AI Model Evaluation Specialist (Contractor) - Handshake AI. Brings 11+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes N/A, University of Vermont. AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and Prompt + Response Writing (SFT).

Labeling Experience

AI Model Evaluation Specialist (Contractor) - Handshake AI

ImageClassificationTracking

Conducts AI evaluation and training work centered on prompt adherence, output quality, reasoning, formatting, and instruction-following. Reviews model outputs to identify hallucinations, weak reasoning, missing constraints, and inconsistent formatting. Performs high-volume grading and refinement tasks while learning current model behavior and improving evaluation workflows. • Evaluate outputs for quality, reasoning, formatting, and failure modes • Provide structured feedback to refine prompts and system behavior • Detect hallucinations, constraint gaps, and inconsistencies • Execute repeatable, high-throughput evaluation workflows

2026 - Present

AI Training Contractor / Model Evaluation Specialist | Handshake AI (2026–Present)

OtherText

Performed AI model evaluation and training tasks focused on prompt adherence, output quality, reasoning, formatting, instruction-following, and failure-mode detection. Reviewed model responses against task criteria and provided clear written feedback to improve performance. Flagged issues such as hallucinations, missing constraints, weak reasoning, formatting problems, and inconsistent outputs while applying grading standards. • Evaluated instruction-following and rubric-based quality • Compared outputs to task criteria and identified incorrect assumptions • Produced structured written feedback for model improvements • Completed high-volume evaluation with quality control

2026 - Present

Founder and AI Systems Lead - REACH Consulting

ImageClassificationTracking

Founder and AI systems lead building and selling AI-assisted business optimization systems for local businesses and ecommerce brands. Develops internal AI-supported workflows for diagnosing business issues, prioritizing actions, drafting outputs, and improving execution speed. Designs prompt systems, AI task flows, and structured feedback loops that convert messy business problems into actionable deliverables. • Build AI workflow backends and lead/follow-up systems • Create REACH Engine for diagnosis, prioritization, and drafting • Develop CRM-style processes, landing pages, and implementation steps • Establish structured feedback loops for repeatable execution

2025 - Present

Founder & AI Systems Lead | REACH Consulting (2025–Present)

OtherText

Built AI-assisted systems to convert messy client needs into structured prompts, task flows, website copy, lead workflows, landing pages, content plans, and implementation steps. Designed prompt frameworks and feedback loops to evaluate whether AI recommendations are accurate, useful, specific, and realistic. Applied structured review methods to detect vague outputs, unsupported conclusions, poor prioritization, and missing business context in AI-assisted workflows. • Produced structured prompt frameworks and evaluation feedback loops • Reviewed AI-generated business recommendations for accuracy and realism • Identified edge-case failures such as vagueness and unsupported claims • Converted reviewed outputs into actionable business implementation plans

2025 - Present

Founder & AI-Assisted Ecommerce Operator | Skoto (2024–Present)

OtherTextClassification

Used AI to evaluate and improve ecommerce content, product-page copy, campaign concepts, customer messaging, content systems, ambassador workflows, and visual direction. Designed an ambassador hub concept with missions, content submissions, rewards, referral tracking, approvals, and review workflows. Applied practical judgment to determine whether AI-generated content aligns with brand, customer intent, clarity, trust, and execution needs in real-world operations. • Evaluated ecommerce copy and messaging for quality and fit • Supported classification and review workflows for ambassador submissions • Defined structured approval and feedback processes • Assessed alignment with brand and customer intent using iterative AI review

2024 - Present

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Education

Work History