calculcognitif
Quality control inspection bay

AI Integration · Quality Control · Penang, Malaysia

A Careful Set of Eyes
Beside Your QC Team

calculcognitif works with QC managers and senior inspectors to introduce AI reading assistance — not to replace engineer judgement, but to ease the handling of inspection records, CAPA drafts, and batch-level patterns.

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ISO 9001-aware Halal Manual-aware +60 3 7426 1859 [email protected]

Our Services

Three Measured Engagements

Each service is scoped to where your team actually is — not where we think you should be. We work at your pace, with your records, alongside your engineers.

QC workflow reading

QC Workflow Reading Review

We sit with your QC manager and one senior inspector, read a sample of inspection records, non-conformance logs, and CAPA reports, then write a brief on where AI summarisation could carefully ease handling.

  • ISO 9001 and Halal Manual-aware
  • Respects shop-floor authority
  • Written brief delivered on completion
RM 1,090 Enquire
Inspection reading and drafting pilot

Inspection Reading & Drafting Pilot

A measured deployment of an AI assist that reads inspection records, drafts CAPA memo first passes, and surfaces patterns across batches. Integration with your LIMS or QMS is read-only; engineers confirm every conclusion.

  • Six-week supervised period
  • Training for two inspectors
  • Usage policy aligned with ISO 9001
RM 4,950 Enquire
Quarterly stewardship advisory

Quarterly Stewardship

A quarterly advisory engagement for QC leaders whose teams already use AI reading assists. We sample outputs, audit boundaries, and write a brief for your head of quality each quarter.

  • Alignment with ISO 9001 and JAKIM Halal Manual
  • Customer audit preparation support
  • Yearly written summary for management review
RM 4,640 / qtr Enquire

Why calculcognitif

What You Gain from a Careful Approach

Read-Only Integration

AI connects to your LIMS or QMS in read-only mode. Nothing is written back without your engineer's review and confirmation.

Standards-Conscious Work

All engagements are designed with ISO 9001 and JAKIM Halal Manual requirements in view. We do not introduce tools that put your certifications at risk.

Engineer Authority Preserved

AI surfaces patterns and drafts text. Your inspectors decide what matters. The final word on every batch stays with your QC team.

CAPA Memo Drafting Assist

The pilot service produces first-pass CAPA memo drafts from inspection records, reducing the time your team spends on documentation while keeping ownership in-house.

Batch Pattern Surfacing

Across multiple runs and batches, AI helps identify recurring notes and non-conformance patterns that might otherwise stay buried in individual records.

Ongoing Audit Stewardship

Quarterly reviews keep AI behaviour documented and aligned — useful evidence for customer audits and management reviews that ask how AI is being governed.

Start the Conversation

Would a Brief Review Be Worth Your Time?

A QC Workflow Reading Review is a low-commitment starting point. We read your records, we write you a plain-language brief, and you decide what to do with it. No obligation beyond the engagement.

Request a Quote +60 3 7426 1859

Or write to us at [email protected]

Questions

Common Questions from QC Teams

Does AI actually write to our LIMS or QMS?
No. In the Inspection Reading & Drafting Pilot, AI integration is read-only. It reads your records to surface patterns and draft CAPA memo text, but nothing is written back to your system without an engineer's explicit review and sign-off. Your QMS data stays entirely under your team's control.
How long does the Workflow Reading Review take?
Typically two to three working days on-site, plus a few days for us to write the brief. We schedule around your production calendar so disruption to the QC team is minimal. The brief is usually delivered within one week of the site visit.
Are your services compatible with Halal certification requirements?
Yes. We have reviewed the JAKIM Halal Manual and understand the documentation and audit expectations it places on QC records. Our recommendations will not suggest AI approaches that conflict with those requirements. Where Halal compliance is central to your operation, we note this explicitly in our brief.
What does the six-week supervised period in the Pilot involve?
During the six weeks, we check in regularly — typically weekly — to review the AI outputs alongside your inspectors, note any instances where the AI is drifting beyond its scope, and adjust the usage policy accordingly. The aim is to ensure your team feels confident and that the tool is behaving as intended before we hand stewardship back to you.
How is pricing structured for the Quarterly Stewardship?
The Quarterly Stewardship is priced at RM 4,640 per quarter. This covers the output sampling, boundary audit, written brief for your head of quality, and the yearly management review summary. We invoice quarterly in advance, and engagements can be paused if your team needs a break between periods.
Do we need to start with the Workflow Reading Review before the Pilot?
Not necessarily, but many teams find it useful. The Reading Review gives us — and you — a much clearer picture of where the gaps and opportunities are before committing to a six-week deployment. Teams who begin with the Review tend to get more focused results from the Pilot. That said, if your QC manager already has a clear sense of the use case, we can discuss beginning directly with the Pilot.

Find Us

Our Office in George Town

Level 8, Q&M Building, Lebuh Acheh, 10300 George Town, Penang

Contact

Reach the calculcognitif Team

Contact Details

Office

Level 8, Q&M Building
Lebuh Acheh, 10300
George Town, Penang, Malaysia

Office Hours

Mon – Fri: 09:00 – 18:00

Sat: 09:00 – 13:00

Sun & Public Holidays: Closed

Site visits are available across Penang and the greater Klang Valley region. Remote consultations are also possible for initial discussions.

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