About Turing: Based in San Francisco, California, Turing is the world’s leading research accelerator for frontier AI labs and a trusted partner for global enterprises deploying advanced AI systems. Turing supports customers in two ways: first, by accelerating frontier research with high-quality data, advanced training pipelines, plus top AI researchers who specialize in coding, reasoning, STEM, multilinguality, multimodality, and agents; and second, by applying that expertise to help enterprises transform AI from proof of concept into proprietary intelligence with systems that perform reliably, deliver measurable impact, and drive lasting results on the P&L. Role Overview: We are seeking a highly analytical and detail-oriented Driving Scene Caption Analyst with strong written English skills and a solid understanding of U.S. road rules and traffic laws . This role sits at the intersection of autonomous driving, scene interpretation, and language precision . You will review short sensor feeds, evaluate LLM-generated reasoning, and refine outputs for accuracy, coherence, and clarity . Success in this role requires sharp judgment, spatial reasoning, and the ability to critically assess AI-generated content against visual evidence . What you will work on:
Review 30-second autonomous vehicle sensor feeds and interpret driving scenes from a first-person perspective
Evaluate and edit LLM-generated thinking traces for logical consistency and clarity
Ground entities and events to scene coordinates and object references
Revise driving plans to reflect correct actions, justifications, maneuvers, and speed
Identify and remove hallucinated objects or events from AI-generated text
Distinguish between actual sensor data and fabricated model outputs
Maintain a zero-error standard in safety-critical judgments under time pressure
Validate that outputs align with observed trajectory, maneuver, and speed
Apply U.S. traffic laws and driving logic to evaluate scenarios
Requirements:
Experience in roles requiring precise writing and structured analytical thinking
Documented driving experience in the U.S. with strong knowledge of traffic laws
Professional fluency in English with high clarity and precision
Ability to evaluate logical coherence in multi-step reasoning
Strong attention to detail and ability to maintain quality under time constraints
Nice to have skills:
Familiarity with LLM-generated content and common failure modes
Understanding of hallucinations, reasoning inconsistencies, and instruction-following errors in AI systems
Offer Details:
Commitments Required: at least 4 hours per day and upto 30-40 hours per week with 4 hours of overlap with PST.