Pre-construction Manager

AI Trainer Jobs; United States; Remote; USD 99,000 - 135,000; Part time

Job summary

AI Trainer Jobs is hiring a Pre-construction Manager contractor to review AI outputs within construction operations workflows. You will grade tone, escalation, and stakeholder fit using a structured rubric and flag policy-adherence gaps with severity tags.

Seeking candidates with direct construction ops experience and strong written reasoning to document the next steps for model training. This is a remote, US-eligible contractor role requiring at least 10 hours per week.

Qualifications

• Direct working experience in construction operations on real teams for Pre-construction Manager work.
• Ability to apply multi-page rubrics consistently across long batches.
• Clear written reasoning naming the policy or workflow applied.
• Strong attention to detail and ability to flag when a prompt is the problem.
• Reliable async availability for at least 10 hours per week.

Responsibilities

• Review AI outputs against current construction operations workflows, playbooks, and firm policy for Pre-construction Manager assignments.
• Grade tone, escalation logic, and stakeholder fit on a structured rubric.
• Flag operational risk, missed escalations, and policy-adherence gaps with severity tags.
• Capture the right next step so the modeling team can train on it.
• Adjudicate disputed treatments against published playbooks or firm guidance.

Skills

Construction operations

Rubrics

Policy adherence

Attention to detail

Async availability

Job description

Pre-construction Manager is a remote review track for evaluating AI outputs across construction operations workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next step so the modeling team can train on it.

Category: Enterprise Workflow & Tool Use · Pay: $85 / hr · Location: Remote - US-eligible · Contractor

Pre-construction Manager is a remote review track for evaluating AI outputs across construction operations workflows.

Pre-construction Manager is a remote review track for evaluating AI outputs across construction operations workflows. Reviewers grade workflow correctness, policy adherence, and stakeholder fit; flag operational risk; and document the right next step so the modeling team can train on it.
Construction operations AI has to fit into an actual day at work. AuraOne uses experienced operators to grade outputs the way a senior peer would - checking workflow, policy, and the unwritten rules that decide whether a task actually gets done.
Judge tool-use tasks and enterprise agent behavior. Operational judgment is the skill.

Role details

About the role

Responsibilities

• Review AI outputs against current construction operations workflows, playbooks, and firm policy for Pre-construction Manager assignments.
• Grade tone, escalation logic, and stakeholder fit on a structured rubric.
• Flag operational risk, missed escalations, and policy-adherence gaps with severity tags.
• Capture the right next step so the modeling team can train on it.
• Adjudicate disputed treatments against published playbooks or firm guidance.

What you should bring

• Direct working experience in construction operations on real teams for Pre-construction Manager work.
• Comfort applying multi-page rubrics consistently across long batches.
• Clear written reasoning that names the policy or workflow being applied.
• Strong attention to detail and the ability to flag when a prompt itself is the problem.
• Reliable async availability for at least 10 hours per week.

Role signals

Example tasks

• Grade a model's response to a real construction operations ticket and rate workflow, tone, and escalation.
• Flag a missed escalation with the right severity tag and corrected next step.
• Adjudicate a disputed playbook call between two reviewers using firm guidance.
• Audit a 25-row batch for rubric consistency and report drift to the program lead.

Useful experience

• Prior experience training, calibrating, or QA-ing operations teams.
• Familiarity with AI-assisted workflow tooling and its failure modes.
• Bilingual experience for cross-region operations.

Compensation and schedule

$85 / hr
Expected arrangement: contractor , with program-defined task volume and review pacing. Placement depends on current program demand and reviewer confirmation.

Skills used in matching

• Operational review
• Policy adherence
• Workflow judgment
• Stakeholder communication
• Construction operations

Application boundary

Creating a specialist profile records your experience and preferences. Starting role intake is a separate action that attaches this role to your candidate record.

Specialist intake

The intake preserves your chosen role, the visible terms, and source attribution for reviewer context.
- 01 Confirm profile and eligibility details.
- 02 Attach this role deliberately.
- 03 Receive a human review decision or follow-up.
Placement timing depends on program demand and reviewer confirmation.