{"head":{"title":"AI for Manufacturing: Inspection and Maintenance | OceanLab","description":"AI for manufacturers: camera-based visual inspection on the line and predictive maintenance that explains its alerts. 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Predictive Maintenance Platform for a Pulp and Paper Mill","description":"Designed and built a clickable predictive maintenance console for an integrated pulp and paper mill in Ontario: anomaly scores that explain which signals moved, an alert queue sorted by consequence, remaining useful life shown as a band against planned shutdowns, and work requests sent to the CMMS - advisory only, never controlling a machine.","category":"Manufacturing / Predictive Maintenance","client":"Greyspruce Kraft & Paper"}}}],"frameworks":[],"useCases":[{"title":"Visual inspection","detail":"Cameras and edge models classify every bottle and jar at the end of the line, and uncertain images go to a person.","studies":[{"slug":"parison","title":"Parison - AI visual inspection"}]},{"title":"Tracing rejects","detail":"Rejects are traced back to the mould cavity that made them, with the rule behind every decision shown.","studies":[{"slug":"parison","title":"Parison - AI visual inspection"}]},{"title":"Predictive maintenance","detail":"Anomaly scores that explain which signals moved, an alert queue sorted by consequence and remaining useful life shown against planned shutdowns.","studies":[{"slug":"sheave","title":"Sheave - Predictive maintenance"}]},{"title":"Work requests","detail":"Alerts become work requests in the maintenance system, advisory only and never controlling a machine.","studies":[{"slug":"sheave","title":"Sheave - Predictive maintenance"}]}],"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 automotive","href":"/ai/auto","detail":"Used-car pricing with guardrails, inspection QA and condition reports, with buyers and reviewers deciding."},{"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 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."}]}