CoreShiftAI

Workflows that run themselves. Engineers who stay in charge.

AI agents for mid-sized plants: compliance and EHS, operations records, quality and traceability, and energy savings. The routine paperwork runs itself, and your people approve what matters.

Book a 30-minute call What we take on
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The gap is opening now.

8 in 10 professionals surveyed say AI has improved their own productivity, yet only about 6% of companies attribute 5% or more of their earnings to it. Closing that gap is the work. McKinsey, 2026

  • $2.7 trillion

    forecast worldwide spending on AI in 2026, up 49.5% on last year. Your competitors are part of that number.

    Gartner, September 2026

  • 40%

    of large companies are now scaling AI agents, up from 27% a year earlier. Among smaller companies it is 22%, and not moving.

    McKinsey, State of AI 2026

  • 84%

    of manufacturers report measurable value from AI in their operations, yet only about one in five use cases is scaled across sites.

    Deloitte, AI in Manufacturing 2026

  • 1.7×

    revenue growth at AI-leading companies compared with laggards. 60% of companies still see minimal gains.

    BCG, September 2025

Four kinds of work we take off your plant's desk.

Each one starts from a rule you answer to or money you can measure. On-premises, Azure or AWS, within the platforms your IT team already approves.

Rules in, records out
Rules you answer to OSHA · Lockout OSHA · Injury logs OSHA · Process safety OSHA · Hazard comm. EPA · Spill plans MSHA · Training Records, kept current Procedures Permits Injury logs Inspections Training Ready for the inspector Rules in, current records out. People approve every one.
Everything on the floor, captured and checked
Voice notes Photos Field tickets Invoices Shift logs CMMSwork orders ERPinvoices, orders Shift logopen issues Exceptionsto a person Captured once, checked, filed. People see the exceptions.
One complaint, traced back in minutes
! Customer complaint Lot 4471, shipped 3 March Customer Order 8812 Shipment Truck, 3 Mar Batch 12 Line 3, 2 Mar Ingredients Lots S-21, S-34 Supplier COA on file Traced in minutes not days of searching records Every lot, batch, ingredient and supplier, found in one search.
Utility cost per month
JFMAMJJASOND Where it was heading Savings Agent starts 1 2 3 4 1Demand peaks 2Leaks 3Failed steam traps 4Billing error
  1. 01

    Compliance & EHS

    The procedures, permits and logs regulators ask for, written and kept current by AI. Your authorized people approve every one.

    Rules in, records out
    Rules you answer to OSHA · Lockout OSHA · Injury logs OSHA · Process safety OSHA · Hazard comm. EPA · Spill plans MSHA · Training Records, kept current Procedures Permits Injury logs Inspections Training Ready for the inspector Rules in, current records out. People approve every one.
    More on compliance & EHS Available now: CoreShift Lockout™
  2. 02

    Operations & records

    Field tickets and contractor invoices checked against the contract and the work actually done, so you pay only for what happened.

    Everything on the floor, captured and checked
    Voice notes Photos Field tickets Invoices Shift logs CMMSwork orders ERPinvoices, orders Shift logopen issues Exceptionsto a person Captured once, checked, filed. People see the exceptions.
    More on operations & records
  3. 03

    Quality & traceability

    Every certificate checked against your spec and every lot traceable, so bad material stops at the dock and audits hold no surprises.

    One complaint, traced back in minutes
    ! Customer complaint Lot 4471, shipped 3 March Customer Order 8812 Shipment Truck, 3 Mar Batch 12 Line 3, 2 Mar Ingredients Lots S-21, S-34 Supplier COA on file Traced in minutes not days of searching records Every lot, batch, ingredient and supplier, found in one search.
    More on quality & traceability
  4. 04

    Energy & resource savings

    Leaks, failed steam traps, demand peaks and billing errors found in the bills and meter data you already have.

    Utility cost per month
    JFMAMJJASOND Where it was heading Savings Agent starts 1 2 3 4 1Demand peaks 2Leaks 3Failed steam traps 4Billing error
    More on energy & resource savings

Built around the pains of your industry.

From machine shops and food plants to chemical plants and water utilities: the rules each industry answers to and the costs it fights every month, and the agents that take that work on, with your team approving every decision that matters.

01 / 10 All use cases
01 / Discrete & process plants Manufacturing Lockout procedures that are missing or out of date, skilled staff hard to hire, and rising energy bills. 02 / Processing & packaging Food & beverage Allergen and label recalls, FSMA 204 traceability, and audits that come every year. 03 / Specialty & bulk chemicals Chemicals PSM, MOC and SDS workload, REACH and TSCA rules, and certificates to check on every lot. 04 / Power, water & gas networks Utilities Aging transformers, vegetation outages, and regulated reporting on every network. 05 / Upstream & midstream Oil & gas Overbilled field tickets, contractor-heavy sites and production losses found too late. 06 / Refining & petrochemical Refining Turnarounds that overrun, operators retiring, and a heavy load of PSM and MOC paperwork. 07 / Farming & agri-processing Agriculture Harvest labor, water limits, and pesticide and payroll paperwork every month. 08 / Wells & power plants Geothermal Small teams with heavy reporting, and wells and plant equipment to lock out safely. 09 / Extraction & processing Mining & metals Miner training and exam records, pre-shift checks, and contractor cost leaks at remote sites. 10 / Treatment & networks Water & wastewater Permit sampling and discharge reports, aging pipes and the energy bill for aeration. Something else? If it runs on heat, pressure or flow, we should talk. →

How a project runs.

Small before big. Measured, not promised.

  1. 012 weeks

    Diagnostic

    We sit with operators and engineers, pull a sample of historian data and documents, and return a ranked list of opportunities with a value estimate and an honest read on data readiness. Fixed fee.

  2. 026–10 weeks

    Pilot

    One asset, one process or one workflow. We agree the baseline and the success measure before writing any code.

  3. 03In operation

    Prove

    The model runs in shadow mode beside your team. We measure it against the baseline, not against a slide.

  4. 04Your call

    Scale or stop

    If the numbers hold, we extend it to the next units and hand over what you need to own it. If they do not, we say so.

See what AI could do for your operation.

All resources
Free · 5 minutes

AI readiness check

Ten questions on leadership, data, skills, safe use and workflows.

See where your team stands, which area is holding you back, and a sensible first step.

Take the check
Free · 2 minutes

Workflow savings calculator

Quotes, work orders, invoices, reports: what could an AI agent take off them?

Enter the volume and the time each one takes. See the hours and cost freed up each year.

Run the numbers
Coming soon

Safe AI-use policy starter

A plain-language policy your team can adopt this week.

What data can go into AI tools, how to check what comes out, and who to ask when unsure.

A lockout binder nobody trusts? A back office drowning in field tickets?

Tell us about it. A 30-minute call is enough to say whether AI is the right tool, and if it is not, we will tell you that too.

Start a conversation