AI PRE · Physical Reliability Engineer

Run everylike

See what every machine is doing, and what to fix before it breaks. Every alert comes with instructions the shop floor can act on.

CLIENTS / DELIVERY PARTNERS

The teams we build with.

Midera
BorgWarner
Spark Minda
CaneBOT
Mind-a-Mend
Enough Energy
Kikobot
ERIC Robotics
OmniWOT
Mekosha Technologies
SBFC
Zype
IWBDC Consulting
Renu
Midera
BorgWarner
Spark Minda
CaneBOT
Mind-a-Mend
Enough Energy
Kikobot
ERIC Robotics
OmniWOT
Mekosha Technologies
SBFC
Zype
IWBDC Consulting
Renu
VALUE-FLOW

Every pain has a number attached.

01 OEE / Throughput
OEE INDEX
START
LATEST
SCALEINDEX
90756045
OEE INDEXBASELINE

One platform, four reinforcing pillars.

SEE THE WHOLE PLANT

Dashboards + Analytics

Every line, machine and shift on one screen, then the analytics to ask why. OEE trends, quality drift, energy per unit, cost per batch: each one is an answer your team can act on.

  • Fleet & site totals
  • Quality & energy analytics
  • Zone-wise breakdown
  • OEE, MTTR, MTBF trends
  • Role-based views
  • Alarms ranked by cost impact
PLANT-OPS / LINE 04
OEE82%↑ +2.3 VS PREV HR
UNITS / HR2840TARGET 2,900
THROUGHPUT · 24 HUNITS / MIN
−24 HNOW
Oven zone 3 trending high. PAHAG suggests bearing wear.Open work order
THE PRODUCT / FIVE SCREENS

Fleet, line and asset

for the whole enterprise.

Fleet-level totals, line-level drill-downs and asset-level twins. Every view is role-based and configurable by people who do not write code.

OEE, availability and performance against target, with every loss ranked by the minutes it actually cost.
Plant overviewSHIFT · ALL LINES
Golain Plant overview screen, full size

OEE, availability and performance against target, with every loss ranked by the minutes it actually cost.

DIFFERENTIATORS

Six reasons we

win on day 90.

Six properties rather than six features. Three sit in the platform: OEM semantics, OPC UA connectivity and explainable alarms. Three sit in delivery: the closed loop, site templates, and where your data lives.

OEM intelligence built in

Native understanding of equipment families, failure modes, process flows and OEM telemetry semantics. None of it comes from a generic template.

OPC UA first connectors

Rapid, repeatable factory connectivity for common PLCs. Vendor-agnostic, industrial-grade data standard.

PAHAG anomaly gate

Physics priors plus ML produce explainable alarms engineers trust. False positives stay near zero.

Closed-loop service

Alerts become work orders. Work orders find the right technician with the right parts. Fixes update the twin.

Turnkey site templates

Line presets and pre-trained models for common equipment, so a cell is streaming inside the first week.

Private AI options

SaaS, a private AI instance, or an on-prem gateway. You own your data and you can take it with you.

THE WHITESPACE

No one else unifies

the whole line.
DEPTH OF NATIVE COVERAGE
0 NONE1 PARTIAL2 STRONG3 NATIVE
HUMAN-OPS CAPABILITYREDZONEFIIXMVP ONEOUR PLATFORM
Operations daily mgmt
Equipment ticketing
Work orders + PM
Spares visibility
Purchasing (PR → PO)
Vendor mgmt on assets
Quality / compliance
Skills / training
Physics-assisted ML
Digital twin + CMMS loop
OPC UA native ingestion
COVERAGE INDEX · MAX 3319182133
OUTCOMES / FIVE MEASURED RESULTS

What customers get by acting on it.

DELTA AGAINST PRE-DEPLOYMENT BASELINE
0%+
higher OEE
per line, and climbing
0%
less unplanned downtime
vs each line's own baseline
0%
lower maintenance cost
fix once, fix right
0×
faster troubleshooting
the answer comes back in one query
0%
fewer defect escapes
consistent product, every batch
Insights your team can act on, rather than one more dashboard to watch.CLOSED LOOP
IDEAL CUSTOMER PROFILE / SCOPE

Built for uptime-critical

operations.

Scope is decided by accessible evidence, automation density, and whether uptime is a KPI someone already owns. Five profiles are in. Five are out, and we say so before you buy.

IDEAL FOR5 PROFILES
  • Medium–large manufacturers
    3+ automated lines, uptime dependency
  • Multi-site enterprises
    Standardised equipment across regions
  • Reliability-focused ops
    KPI-driven: OEE, MTBF, MTTR
  • Digitally transitioning plants
    Moving reactive → data-driven
  • OEM service organisations
    Scalable software-driven service model
NOT IDEAL FOR5 PROFILES
  • Small, low-automation facilities
    ROI insufficient; limited telemetry
  • Sites whose existing MES/APM already attributes root cause
    Trusted closed-loop maintenance; less incremental value
  • Pure in-house platform builders
    Prefer internal control over OEM platform
  • Highly cost-constrained markets
    Limited appetite for digital OPEX
  • Sites with no accessible controller, machine or process evidence
    Nothing for PRE to read
OBJECTIONS, HANDLED

Every real concern

has a real answer.

Five objections come up in almost every deal. They are recorded here in the customer's own words, with the answer we give in the room rather than the one we give after the contract.

Good, and we don't replace them. We run a 4-week PoC that overlays your existing telemetry and proves one KPI. Your team keeps control of the data layer; we bring OEM-aligned models and the closed loop.
DEPLOYMENT / FOUR-STAGE PATH

Predictable path,

predictable economics.

Four engagement stages, from proof of concept to multi-site enterprise. Each has a fixed scope and a stated elapsed time.

DEPLOYMENT SEQUENCE · ONE SITE4 STAGES
01
02
03
04

PoC

4 WEEKS

Data onboarding + overlay on existing telemetry. Prove one KPI.

Pilot

60 DAYS

Predictive models on one line. Outcome-linked pricing.

Rollout

90 DAYS

Full four-pillar platform across a site. CMMS integrated.

Enterprise

QUARTERLY

Multi-site. Standardised KPIs. Private AI or on-prem options.

ENTRY POINT SUBSEQUENT STAGE
THE GOLAIN VISION

Every operation in the world, whether factory, building or field, runs with the intelligence of its best day, every day.

Operations Intelligence layer
The layer between physical assets and the people making decisions above them.
MISSION

Connect in hours

Any machine, device or building streaming data the same week you sign.

Make data actionable

AI-powered operations assistants that turn telemetry into decisions people trust.

Build a platform that compounds

Every deployment makes the platform smarter for every customer.

LET'S START TODAY

Build better,

Impact faster.
30 MINUTES · NO PITCH DECK

A 30-minute call with a solutions engineer. No pitch deck, just your lines on a whiteboard.