AI Station

Ten problems that cost businesses money every week.

This is our research map: workflows where affordable software still falls short. We have products in progress for four of them and are talking to businesses about the rest.

Showing 10 of 10 problem areas

  • Production loss and OEE improvement

    Manufacturing, food and packaging

    Connects machine events, production counts, scrap and downtime. Explains why output is below target and recommends corrective actions.

    Why it matters
    Gains in throughput, scrap and downtime are measurable in weeks.
    Our angle
    Food and packaging plants with older equipment. Read-only and advisory, never machine control.
    Building: Line

  • Purchasing and supplier management

    Manufacturing and distribution

    Monitors supplier emails, compares quotes, spots price changes, tracks promised delivery dates and flags material shortages.

    Why it matters
    Less manual purchasing work and fewer production delays.
    Our angle
    Fits around your email, spreadsheets and ERP, with no new procurement system.
    Building: Supply

  • Inventory and stockout prevention

    Distribution and manufacturing

    Forecasts which parts or products will run out, recommends reorder quantities and finds excess or obsolete stock.

    Why it matters
    Fewer stockouts and emergency purchases, and less cash tied up in stock.
    Our angle
    Businesses whose inventory data is split across spreadsheets, accounting software and legacy ERP.
    Building: Supply

  • Field-service dispatcher and job manager

    Field service and trades

    Turns emails and calls into work orders, groups jobs by location, matches technicians by skill, drafts customer updates and summarizes completed work.

    Why it matters
    Less office administration and more billable technician time.
    Our angle
    HVAC, marine, commercial refrigeration and equipment repair. Works with the tools you already use.
    Building: Dispatch

  • Cybersecurity and compliance assistant for small businesses

    IT and managed service providers

    Collects evidence of security controls, tracks missing policies, prepares security questionnaires and flags risks across Microsoft 365 and other supported systems.

    Why it matters
    Small businesses rarely have dedicated compliance staff, and their MSPs carry the workload.
    Our angle
    Sold through Canadian MSPs, with multi-client workflows and Canadian data options.
    Exploring

  • Predictive maintenance for small and mid-sized factories

    Manufacturing

    Predicts equipment failures from sensor readings, alarms, maintenance history and operating conditions, and alerts technicians before a likely breakdown.

    Why it matters
    Unplanned downtime is one of the most expensive events in a plant.
    Our angle
    A lower-cost product that's easy to install, for plants without a data science team.
    Exploring

  • Quoting and estimating for contractors

    Construction and trades

    Reads plans, customer emails, supplier quotes and bills of materials to draft estimates, flag missing items and prepare proposals.

    Why it matters
    Faster quotes and fewer estimating mistakes improve profit directly.
    Our angle
    One trade at a time: HVAC, electrical, plumbing, industrial maintenance, fabrication.
    Exploring

  • Energy-cost optimizer for commercial buildings

    Facilities and light industry

    Analyzes electricity, gas, HVAC and building-control data to find waste, unusual consumption and chances to shift loads.

    Why it matters
    Lower utility bills and clear visibility into where energy goes.
    Our angle
    Multi-site businesses, warehouses and light industry. Analytics first, automated control later.
    Exploring

  • Back-office exception handler

    Finance and operations

    Matches invoices, purchase orders and delivery records, investigates mismatches, duplicate bills and missing approvals, and proposes a correction for a person to approve.

    Why it matters
    Exceptions still eat hours every week even with accounting software in place.
    Our angle
    Specific industry workflows and integrations, not generic invoice scanning.
    Exploring

  • Customer retention and service recovery for B2B

    B2B services and distribution

    Analyzes support tickets, delayed orders, complaints and account history to spot at-risk customers, draft responses and flag unresolved issues.

    Why it matters
    Keeping one valuable account is worth far more than saving a few minutes of admin.
    Our angle
    Industrial distributors, IT providers and B2B companies with recurring contracts.
    Exploring

This map reflects our own assessment of where demand and gaps exist. It is not a market-size ranking.

Facing one of these problems?

If one of the exploring areas costs your business money every week, tell us. Interest from real businesses decides what we build next.

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