Insan
Maintenance engineering work

Why Insan

What makes the Insan approach different from a typical AI vendor

We are not selling a platform. We are offering an advisory engagement where AI assists your maintenance team in reading records — nothing more, nothing less.

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At a Glance

Six reasons maintenance managers choose Insan

Read-Only Integration

Our AI assist connects only to CMMS read endpoints. No write access, no connection to operational systems, no hidden pathways.

Engineers Confirm Every Output

No AI-drafted memo moves forward without a named engineer reviewing and confirming it. That step is built into the workflow, not optional.

JKKP & OSHA 1994 Alignment

We check our processes and outputs against Malaysian regulatory requirements so your engineering team has a clear paper trail for audits.

Bilingual Working Support

Training materials and memo templates are provided in English and Bahasa Malaysia so the full maintenance team can work with confidence.

Daybook-Style Written Outputs

Our outputs mirror the format of a maintenance daybook — dated entries, asset IDs in monospaced fields, plain language. Not dashboards or charts.

Advisory Relationship, Not Software Licence

You work with people who understand your context. Engagements are scoped, reviewed, and adjusted with your maintenance manager — not through a support ticket.

BEN-001 / Expertise

Plant-floor experience behind the advisory work

The Insan team has collective experience across manufacturing, utilities, and facilities management in Peninsular Malaysia. We have worked with CMMS migrations, condition-monitoring setups, and engineering handover protocols. That background shapes how we configure AI reading assists and what we consider a useful output versus a noise-generating one.

  • Experience with SAP PM, IBM Maximo, and eMaint
  • Familiarity with rotating equipment and electrical asset records
  • Understanding of Malaysian plant-floor documentation culture

We read your records before we configure anything

Every engagement starts with us reading a sample of your actual maintenance history — not a demo data set. That reading shapes what the AI is configured to look for.

AI that drafts, not decides

The technology we deploy is configured as a careful reader and memo writer. It surfaces observations from condition-monitoring data and maintenance logs. Your engineers decide what those observations mean.

BEN-002 / Technology

Modern tooling with deliberate boundaries

We use current AI language model technology but configure it with strict operational limits. It reads. It drafts. It does not write to your CMMS, does not issue work orders, and does not connect to PLCs or control systems under any circumstance.

  • No connection to operational or control layer
  • Compatible with most common CMMS platforms
  • Plant-floor tablet compatible outputs (high contrast mode available)
BEN-003 / Value

Transparent fixed-fee engagements

Our services are priced as flat-fee engagements. No ongoing software licence, no per-user charge, no surprise add-ons. The Workflow Review at RM 1,140 includes the full written brief. The Pilot at RM 5,090 includes the supervised period and bilingual training. Quarterly Stewardship at RM 4,720 includes the written engineering brief and yearly management summary.

  • Fixed fees, no hidden recurring costs
  • No long-term software commitment required
  • Start with the Workflow Review before committing to a pilot

Start with a short engagement

The Workflow Review is designed as a standalone piece of work. It tells you clearly whether an AI reading assist is worth pursuing at your facility — without committing to a full pilot.

Comparison

How Insan differs from typical AI platform providers

This is not a dismissal of other approaches. It is a description of the specific niche we occupy — advisory, read-only, and grounded in maintenance practice.

Feature Typical AI Platform Insan Advisory
Integration type Read/write or full system access Read-only access only
Decision-making AI recommends or triggers actions Engineer confirms every output
Regulatory alignment Rarely addressed for Malaysia JKKP & OSHA 1994 checked
Pricing model Monthly software licence per user Fixed-fee engagement
Language support English only English & Bahasa Malaysia
Output format Dashboard or alert system Daybook-style written memos
Starting point Full platform implementation Short workflow review first

What Sets Us Apart

Things you will not find in a standard AI vendor proposal

A written brief before any technology deployment

Our Workflow Review produces a document that honestly assesses where AI reading would and would not help your facility. Some clients find the brief sufficient on its own.

Bilingual training built into the pilot fee

Training sessions in English and Bahasa Malaysia are part of the Records Reading Pilot — not a chargeable add-on. Your technicians need to understand what the AI is doing.

Quarterly audit of AI output boundaries

For Stewardship clients, we review what the AI has been producing, check for boundary creep, and write a brief for the head of engineering every quarter. This is a standing commitment.

Client data stays within your environment

Your maintenance records and asset data are not used to train or improve external models. A written data handling agreement covers this from the start of each engagement.

Track Record

Some numbers from our engagements

We are a small practice. These numbers reflect that — they are honest rather than inflated.

38

Facilities assessed since 2021

14

Active pilot or stewardship clients

4

Years of advisory practice

100%

Read-only integrations — no exceptions

HRDC-Registered Training Provider

Registered with HRDC Malaysia for eligible bilingual training sessions under the pilot engagement.

MBOT Professional Practice Alignment

Advisory approach aligned with Malaysian Board of Technologists professional practice guidelines for engineering support services.

JKKP Advisory Panel Participation

Our compliance lead participates in JKKP industry advisory sessions, keeping our alignment checks current with regulatory developments.

Get Started

The Workflow Review is the low-risk starting point

For RM 1,140, we read a sample of your maintenance records and write you an honest brief about where AI reading might help. No follow-up engagement is required.

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