πŸ”’ Enterprise Partner & Enablement Network • 100% Free for Candidates • Mercor and micro1 referral partner
Enterprise & AI Labs Advisory

Domain experts for AI evaluation, vetted before they reach you.

Whether preparing internal engineering and domain teams for corporate AI skills reviews, sourcing calibrated evaluation specialists, or exploring technical transition advisory.

Request evaluators βž” Join the expert network βž”

Three Enterprise Pathways

Actionable frameworks designed to eliminate AI skills anxiety, soft-land technical talent, and supply vetted evaluation pipelines.

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Track 01

Corporate AI Readiness Prep

Following public technical audits across the industry, forward-thinking engineering leaders are evaluating teams on real-world AI reasoning and LLM judgment. A list of AI tools is no longer enough. We benchmark your team using objective, non-punitive rubrics.

  • 1. Measurable Impact: Concrete problem-solving with quantified % outcomes.
  • 2. Hallucination Triage: Diagnosing failure modes, prompt regressions, and boundary conditions.
  • 3. When NOT to Use AI: Enforcing regulatory, compliance, and deterministic bounds.
  • 4. Adaptive Learning: Systematic iterative prompting without blind reliance.
Schedule Team AI Assessment βž”
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Track 02

Technical Transition Advisory

Frontier AI labs frequently license proprietary enterprise codebases and specialized domain archives. We advise founders, technical leaders, and winding-down organizations on ethical data valuation and soft-landing departing engineers into evaluation roles.

  • Dataset Valuation: Assess domain codebases and structured archives for frontier training.
  • Soft-Landing Departing SWEs: Transition exiting engineering staff into top remote evaluation roles.
  • Sanitized Compliance: Zero PII exposure, rigorous NDA workflows, and platform terms.
  • Verified Attribution: Protect partner relationships through transparent, documented processes.
Explore Technical Transition Advisory βž”
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Track 03

Calibrated Evaluator Sourcing

AI labs and enterprises can request pre-screened specialist pools trained on STAR evaluation metrics, deterministic rubric grading, and asynchronous AI interview protocols.

Now building our network in medical devices, QA and regulatory software. Rates quoted per project.

Request Pre-Screened Talent βž”
James Hardison
Founder's Commitment

James Hardison Β· Founder & Coach

"As an engineer and Boston University Data Science graduate, I built TrainAIToGain to eliminate the anxiety and opacity surrounding AI evaluations. For enterprise leaders, we provide clear, rigorous benchmarks without hype. For founders and transitioning teams, we provide transparent paths into top-tier frontier lab contracts."

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Direct Enterprise Channel

Initiate an Enterprise Consultation

Receive a tailored readiness audit plan, talent availability breakdown, or confidential transition overview within 1 business day.

Direct Client Projects

Join the Expert Network

Join the TrainAIToGain expert network. When a client project matches your background, we’ll contact you first. Direct client projects can be W-2, 1099 or corp-to-corp. Mercor and micro1 roles are separate: those platforms contract with you directly as an individual.

Frequently Asked Questions

Can I work corp-to-corp? +
On direct client projects, yes. Mercor pays contractors as individuals, so C2C isn’t available for Mercor roles.
Is joining the expert network free? +
Yes. We never charge experts.
How is this different from Active Roles? +
Active Roles links to open Mercor and micro1 jobs. The expert network is for direct client projects we staff ourselves.
Enterprise Compliance & Attribution Guardrails: TrainAIToGain operates strictly as an independent enablement platform and referral partner of Mercor and micro1. We do not provide unauthorized automation, screen scrapers, or cheating tools. All data partnership advisory adheres to strict client confidentiality, PII sanitization, and the terms of frontier AI labs. Placed candidates are engaged directly as independent contractors or employees under the respective platform's legal framework.