Eagentix Hands-On AI Training

Claude AI training for operations & supply chain teams in Singapore

Claude AI training for operations teams in Singapore: one hands-on day, onsite, on your own files. Operating procedures and handovers.

Claude Cowork for operations & supply chain teams

AI training for operations and supply chain teams

Operations documentation runs long: specifications, quality manuals, supplier contracts. This programme uses Claude on that material, and treats a missing term as something to raise rather than fill.

Where the work happens

  • Long documents
  • Contract review
  • Structured extraction
  • Multi-source synthesis

This programme is built around long, dense documents — the contracts, reports and policy sets where the work is reading carefully rather than writing quickly.

Who this programme is for

Operations, procurement, quality and supply chain teams. Knowledge, legal and research teams.

  • Operations managers and supervisors writing procedures and shift handovers
  • Procurement teams comparing supplier proposals and preparing clarifications
  • Quality and maintenance teams summarising deviations and records for review
  • Operations leaders deciding where AI may support decisions on the floor and where it must not

Not the right fit

  • Teams looking for a vendor demo rather than hands-on practice
  • Anyone expecting AI to approve suppliers, release stock or close quality deviations without human sign-off
  • ERP, MES or planning-system implementation projects — this is applied assistant training

What the day covers

Module 1: Operating procedures and handovers

Specifications and process manuals are read into procedures and handover checklists.

Exercise. Turn process notes and shift records into clear procedures, production summaries and handover checklists.

What you leave with. A reviewed procedure and shift handover template.

Module 2: Procurement and suppliers

Supplier contracts and proposals are compared clause by clause against agreed criteria.

Exercise. Compare supplier proposals against agreed criteria and prepare clarification requests without inventing missing terms.

What you leave with. A source-backed supplier comparison and correspondence pack.

Module 3: Quality and planning

Deviation and maintenance records are synthesised into an exception report with the underlying records cited.

Exercise. Summarise deviations, maintenance records and inventory exceptions for accountable human review.

What you leave with. An exception report and action-tracking workflow.

A worked example: Supplier contract comparison

One exercise from the day, as it runs on your own material in Claude Cowork.

What goes in
Two competing supplier agreements and your evaluation criteria.
What is asked
Compare liability caps, service levels, termination rights and price adjustment terms clause by clause, and flag any term that is missing.
What comes out
A side-by-side table with gaps marked as gaps.
What the reviewer checks
A missing term is raised with the supplier, never inferred from the other contract.

Singapore rules the exercises respect

Operations documents carry legal and safety weight, and the review step reflects that.

  • Procedures with safety-critical steps are signed off by the responsible person under your Workplace Safety and Health obligations, not by a draft.
  • Supplier and contract comparisons flag missing terms for negotiation rather than assuming them.
  • Supplier and employee personal data in records is anonymised before it is used in an exercise.

What this day does not cover

Scope is agreed before the session so the day stays hands-on.

  • Coding, scripting or developer workflows, even though the tool is capable of them. This is a day on document and analysis work.
  • API integration or automated pipelines.
  • Legal advice. We cover how to review a document carefully and what to escalate, not what position to take on it.

Before the session

  • A licensed Claude Cowork seat for each participant
  • Working knowledge of your own procedures, supplier process and quality records
  • Anonymised or sample working files — a procedure, two supplier proposals, a deviation log extract
  • No coding background required

Format and schedule

Delivery
On site in Singapore or remote, delivered live. Cohorts are kept small enough that every participant works on their own files rather than watching a screen share.
Duration
Typically one full day, or two half-days scheduled around shift and production patterns. Module order is adjusted to your calendar and tool stack.
How each module runs
Each module follows the same pattern: a short walkthrough of the technique, a hands-on exercise on your own data, then a review of what the assistant got wrong and how to catch it.
Afterwards
Participants leave with the prompt patterns, templates and review checklists produced during the session, so the work continues after the training day.

How your data is handled

  • Exercises run inside your own tenant and your own licences, so your data does not leave your environment for the training.
  • Files shared with the trainer in advance are anonymised extracts; supplier pricing, contracts and production records stay inside your own tenant and licences.
  • Every module includes verification: checking output against the source, confirming what the assistant left out, and marking what still needs a human read.
  • Approvals stay with your people. The programme teaches AI-assisted preparation and review, never unattended supplier, stock or quality decisions.

Who runs the session

Abhijit Ghosh, Eagentix trainer

Abhijit Ghosh

Founder, Eagentix · Data & Generative AI Practitioner · Singapore

The programme is delivered by Abhijit Ghosh, who has spent 25 years in data and AI, including roles at Accenture, IBM, Deloitte, Cloudera, Tibco and Wipro. Sessions are run by the practitioner, not handed to a junior facilitator.

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Questions about Claude Cowork for operations & supply chain

Can it compare supplier contracts for us?

It can compare them clause by clause against criteria you set, and the module is specific that a missing term is raised rather than inferred. Filling a gap with a plausible clause is the failure mode that matters here.

Why choose Claude for this work rather than the assistant bundled with our office suite?

Because the bottleneck here is long, dense reading rather than quick drafting. The programme is built around documents that take a person an afternoon, and around making the reasoning visible enough that a reviewer can check it clause by clause.

How long can the documents be?

Long enough that the constraint in practice is your review capacity, not the tool. We work with your real documents on the day, and part of the exercise is deciding what still needs a full human read.

Can AI-drafted procedures be used for safety-critical work?

Only after the responsible person has verified and signed them off. The assistant shortens drafting; it does not replace the competent review your safety obligations require.

Do we need clean data before the session?

No. Real, messy shift notes and records are better material, because finding the gaps and contradictions is part of the exercise.