{"head":{"title":"AI for Automotive: Pricing and Inspection Builds | OceanLab","description":"AI for car dealers and remarketers: used-car pricing with guardrails, inspection QA and graded condition reports. See the AI products OceanLab built.","canonical":"https://oceanlab.in/ai/auto"},"industry":"auto","aiStudies":2,"allStudies":5,"countries":2,"featured":[{"meta":{"slug":"jeoul","industry":"auto","projectType":"AI used-car pricing","country":"kr","tags":["ai","mobility","enterprise"],"compliances":["PIPA","PIPA automated decision rights (2023)","Motor Vehicle Management Act"],"cover":{"src":"/case-studies/jeoul/01-home.png","width":1440,"height":1000}},"text":{"en":{"title":"Jeoul - AI Used-Car Pricing Platform with Guardrails and Model Monitoring","description":"Designed and built a clickable pricing platform for a Seoul used-car remarketing company: a pricing model gives every car the same starting estimate with comparable sales, a confidence level and the factors that moved the price, buyers set the final offer after inspection within guardrails, and analysts measure every model version against what the car actually sold for at auction.","category":"Automotive / Used-Car Pricing","client":"Saetbyeol Auto Exchange"}}},{"meta":{"slug":"hoodoo","industry":"auto","projectType":"Vehicle inspection app","country":"ca","tags":["enterprise","mobility","ai"],"compliances":["Alberta PIPA","PIPEDA","Alberta Consumer Protection Act","CASL","GST/HST","ISO 3779","SAE J2012","SAE J1979"],"cover":{"src":"/case-studies/hoodoo/01-home.png","width":1440,"height":1000}},"text":{"en":{"title":"Hoodoo - Vehicle Inspection Platform with QA Review and Condition Reports","description":"Designed and built a clickable operations and QA console for a Calgary company with about 70 mobile inspectors: a dispatch board that checks skills, certifications and job caps, a QA queue timed against a 4 business hour target, and a review workspace that turns an inspection into a graded condition report with repair estimates.","category":"Automotive / Vehicle Inspection","client":"Wolfwillow Vehicle Inspections"}}}],"frameworks":[],"useCases":[{"title":"Used-car pricing","detail":"Every car gets the same starting estimate with comparable sales, a confidence level and the factors that moved the price. Buyers set the final offer after inspection, within guardrails.","studies":[{"slug":"jeoul","title":"Jeoul - AI used-car pricing"}]},{"title":"Model monitoring","detail":"Analysts measure every pricing model version against what the car actually sold for at auction.","studies":[{"slug":"jeoul","title":"Jeoul - AI used-car pricing"}]},{"title":"Inspection QA","detail":"A QA queue timed against a target, and a review workspace that turns an inspection into a graded condition report with repair estimates.","studies":[{"slug":"hoodoo","title":"Hoodoo - Vehicle inspection app"}]},{"title":"Inspector dispatch","detail":"A dispatch board that checks skills, certifications and job caps before a job is assigned.","studies":[{"slug":"hoodoo","title":"Hoodoo - Vehicle inspection app"}]}],"siblings":[{"label":"AI agents and automation","href":"/ai/ai","detail":"Research agents, knowledge assistants, call analysis, support triage, back-office agents and code review."},{"label":"AI for clinics and hospitals","href":"/ai/clinics","detail":"Clinical scribes, radiology workflow, clinic operations and patient feedback, with clinicians in charge."},{"label":"AI for insurance","href":"/ai/insurance","detail":"Claims intake, underwriting and insurance operations, with a person behind every decision."},{"label":"AI for legal teams","href":"/ai/legal","detail":"Contract review, policy assistants, e-discovery and contract lifecycle, with lawyers signing off."},{"label":"AI for accounting and tax","href":"/ai/accounting","detail":"Suggested bookings, receipt checks and tax reports from raw transactions, with the bookkeeper deciding."},{"label":"AI for agriculture","href":"/ai/agri","detail":"Satellite crop monitoring, stress triage and farm climate control, with agronomists and growers approving."},{"label":"AI for data and analytics","href":"/ai/data","detail":"Explainable forecasts planners can override and data quality monitoring that holds bad data back."},{"label":"AI for e-commerce and D2C","href":"/ai/ecom","detail":"Shopping assistants grounded in the catalogue and review moderation with safety escalation."},{"label":"AI for energy and utilities","href":"/ai/energy","detail":"Solar, battery and home energy apps with AI insights and automations, backed by IoT sensors."},{"label":"AI for fitness and wearables","href":"/ai/fitness","detail":"Readiness scores that explain themselves and photo-first nutrition tracking, with safety built in."},{"label":"AI for K-12 and tutoring","href":"/ai/k12","detail":"AI tutoring, teacher-reviewed feedback and translated parent messages, with teachers in charge."},{"label":"AI for manufacturing","href":"/ai/manufacturing","detail":"Visual inspection on the line and predictive maintenance that explains its alerts, advisory only."},{"label":"AI for media and creators","href":"/ai/media","detail":"AI video editing and clip finding, consent-gated voice clones and podcast publishing tools."},{"label":"AI for mobility and EV","href":"/ai/mobility","detail":"Driver safety scoring, fleet rebalancing, AI-matched lost property and EV ride-hailing."},{"label":"AI for procurement and ESG","href":"/ai/procurement","detail":"Spend classified across ERPs and carbon inventories with evidence behind every number."},{"label":"AI for social and community","href":"/ai/social","detail":"Moderation queues, trust and safety triage and scam detection, with moderators making the call."},{"label":"AI for customer support","href":"/ai/support","detail":"Chat and voice AI agents with safe human handoff, call summaries and feedback that closes the loop."}]}