METIS AI ADVISORY

METIS AI / A LUNCH & LEARN

Your working day.Reimagined.

Less busywork.
More room to think.

With Christian Ng · Metis AISCROLL TO EXPLORE AI AT WORK / 2026

00 / THE HONEST PART · 0–1 MIN

Everyone seems to be “using AI.” Maybe you tried it once, got a bland answer and went back to doing it the long way. And you suspect a colleague down the corridor has quietly made it part of their day. You’re probably right. That isn’t a talent gap. It’s a method gap. And a method fits into a lunch hour.

01 / A FAMILIAR START · 1–4 MIN

09:10

Twenty minutes.
A morning’s worth of work.

01A thread to untangle.

02A spreadsheet to explain.

03A meeting to walk into ready.

Less copying, sorting and formatting. More of the thinking you were hired for: the calls only your experience can make.

Which feels most like your morning?

Conceptual image of an office worker surrounded by a tower of paperwork
THE FAMILIAR FEELINGOverloaded.

A fictional working day at Harbour & Co. All people, messages and figures are invented. In the triage view, drafts wait for you. Nothing is sent automatically.

02 / SEEN IT RUN · 4–5 MIN

Real tools.
Real output.

Recorded · slides

One instruction. A restyled deck.

An AI add-in moves a five-slide client review to a light theme, recolours every chart and checks each slide before it stops. Invented sample figures.

A person still reviews every slide.

Recorded · spreadsheet

A raw table becomes a dashboard.

Summary tables, charts and notes from one request, built inside the spreadsheet. The institution names are sample labels; every figure is invented.

Totals still get checked against the source.

Recorded · dashboard

Describe it. Get a working dashboard.

A markets dashboard built from a written description: rates, equities and charts on one screen, each page a click away. Figures are illustrative.

Useful is not the same as verified.

Click any clip to watch it full size, at full resolution. Recorded demos use tools that may not be available or approved where you work. Access varies by region, licence and company policy.

03 / THE IDEA · 5–6 MIN

A capable assistant.
You keep the judgement.

Your material and a clear brief feed an AI assistant. You review and refine its draft.Your material + a clear briefA useful first draftGIVE IT CONTEXTDIRECT · REVIEW · REFINEYOU CHECK THE RESULT Your material and a clear brief become a useful draft, with your judgement guiding the result. Your materialA clear briefA useful first draftYour review DIRECT · REVIEW · REFINE

Give it context.
The material and the job to do.

Work together.
Ask, challenge and refine.

Keep your judgement.
Check the result before you use it.

A convincing answer can still be wrong. Your expertise remains essential.

04 / MAKING SENSE OF THE NAMES · 6–9 MIN

Different doors.
Same skills.

Gemini

Google

A broader AI assistant to know. Regional availability and work-account access are separate checks.

Grok

xAI

Another assistant in the landscape. Grok Bot illustrates the move towards delegated tasks.

ChatGPT

OpenAI

Part of the global picture. Direct Hong Kong access is not listed as supported.

Claude

Anthropic

Part of the global picture. Direct Hong Kong access is not listed as supported.

The assistant is the product you use. The model is the underlying engine. Features change with the model, plan and tools connected.

Available in Hong Kong ≠ approved by your company. Always use the account and data your organisation permits.
Availability notes & official sources ↓

05 / READ, THINK, WRITE · 9–15 MIN

From thread
to action.

FICTIONAL INPUT · EXCERPT

The launch conversation

Alex · Monday 09:05
Could we launch on 16 October? Please confirm training and support cover.

Priya · Monday 10:20
The training guide is drafted. I’ll circulate it by Thursday. Session date still to be agreed.

Sam · Monday 11:40
Support cover isn’t confirmed. We need an owner for the weekend rota.

Alex · Monday 12:10
Let’s review readiness on Friday. The launch date is still provisional.

PREPARED EXAMPLE · NO LIVE AI CONNECTION
PREPARED EXAMPLE / READY TO REVIEW
TAKE THIS AWAY

A long thread becomes a brief you can check in a minute: decisions, open questions, actions, each with its source.

Using only this thread, separate confirmed decisions, open questions and actions. For each action, give the owner and deadline only if stated. Quote the supporting message. Do not turn suggestions into commitments.

06 / THE HUMAN CHECK · 15–19 MIN

Would you hit send?

An AI assistant drafted this client follow-up from your meeting notes. It reads perfectly. Find the four things it made up.

YOUR MEETING NOTES · FICTIONAL

Kestrel Logistics, phase 2

  • Mei asked for pricing on phase 2. We send options by Friday.
  • Budget not discussed.
  • Their legal team is still reviewing the contract.
  • Start date depends on legal sign-off.
TAKE THIS AWAY

Before anything AI wrote leaves your outbox, check every commitment, number and attachment against your own notes.

Compare this draft with my notes below. List every claim, commitment, figure or attachment in the draft that my notes do not support, and quote the line. Then rewrite the draft using only what the notes say. Draft: [paste]. Notes: [paste].

07 / FROM NUMBERS TO INSIGHT · 19–25 MIN

See what changed.
Question why.

FICTIONAL OPERATIONS DATA
Requests received / resolved. “Resolved” means that month’s requests closed by month end.
TeamAprilMay
Hong Kong100 / 90140 / 98
Singapore80 / 7290 / 81
Sydney60 / 5470 / 63

YOU ASKWhy did Hong Kong drop in May?

A GOOD ANSWER

The resolution rate fell from 90% to 70% while requests rose 40%. This table can’t show why. Three causes worth checking:

Room vote first: which would you check?

INTERACTIVE VISUAL · CALCULATED FROM THE TABLE
● April● May

TAKE THIS AWAY

Ask what changed, then ask what the data can’t tell you. A good answer lists what to check, not a cause.

Using this table, tell me what changed and by how much. Then list three possible causes and the data that would confirm or rule out each. Do not state a cause the table cannot support. Table: [paste or attach].

08 / MAKE IT CHECKABLE · 25–29 MIN

Show your work.
Then trust the number.

THE AI’S SUMMARY

“Hong Kong’s resolution rate fell 20% in May.”

Sounds right. Would you put it in front of your director?
Hong Kong resolution rate: 90 percent in April, 70 percent in May (98 of 140). Down 20 percentage points. 70% MAY · 98 ÷ 140APRIL WAS 90% HONG KONG · FICTIONAL DATA
TAKE THIS AWAY

Never paste an AI number you can’t trace. Ask for the working and the source rows, and a “fell 20%” becomes checkable in ten seconds.

For every figure in your answer, show the calculation and the source rows it came from. Say whether a change is in percentage points or percent. Mark anything you estimated rather than calculated.

09 / ONE SET OF FACTS, THREE READERS · 29–34 MIN

One update.
Three readers.

THE FACTS · FIXEDHong Kong resolution 90% → 70%Requests +40%Cause not yet known

Keep the facts. Change the reader. Pick who it’s for.

Prepared examples of the same fictional data. The buttons switch examples; they do not call an AI model.

HARBOUR & CO. / WORKING DRAFT
TAKE THIS AWAY

Same material, new reader: name who it’s for and what they need to do. Change those words and nothing else.

Rewrite the material below for a busy manager who needs to make one decision this week. Keep every figure exactly as given and flag anything unclear. Keep it to 120 words. Material: [paste].

10 / PICTURES FROM WORDS · 34–35 MIN

Diagrams and pictures.
From a written brief.

Eleven-layer diagram of an industry value chain, from raw materials at the base up to applications at the top, with each layer labelled.
WORKSHOP EXAMPLE · EXHIBITA diagram, described in plain English. The kind of exhibit a Harbour & Co strategy pack needs. Eleven layers drawn by AI from a written outline. Public, illustrative content. Check every label before it goes in a deck.
AI-generated campaign image 1 of 6AI-generated campaign image 2 of 6AI-generated campaign image 3 of 6AI-generated campaign image 4 of 6AI-generated campaign image 5 of 6AI-generated campaign image 6 of 6
WORKSHOP EXAMPLE · IMAGESPictures too. Six campaign images from one written brief. AI-generated, so no real people, products or brands. Check your brand rules and usage rights before publishing.

Workshop examples. Generated images and diagrams still need a check against your brand rules, usage rights and the facts.

11 / FIND YOUR OWN STARTING POINT · 35–36 MIN

Your role.
Your friction.

Start with approved, non-sensitive material. People decisions, financial conclusions and external communications need human review.

12 / FIVE PARTS OF A BRIEF · 36–38 MIN

Five parts.
One better draft.

Name all five, and the first draft lands closer. Leave one out, and it guesses.

01

Goal

Say what the output is for.

“preparing for a 15-minute team meeting”

02

Material

Give it only what it should use.

“using only the notes below”

03

Audience

Name who will read it, and what they need.

“a busy department head”

04

Format

Describe the shape and the length.

“three key points, decisions, an action table, under 200 words”

05

Checks

Tell it what not to invent, and how to show its sources.

“flag missing owners; quote the source for each decision”

13 / BUILD ONE REQUEST TOGETHER · 38–40 MIN

Clearer brief.
Better draft.

THE VAGUE REQUEST
“Summarise this.”

What does the reader need to know, decide or do?

THE USEFUL REQUEST

I am preparing for a 15-minute team meeting. Using only the notes below, give me: three key points, decisions needed and an action table. The audience is a busy department head. Keep it under 200 words. Flag missing owners or dates; do not invent them. Include a source quote for each decision.

Room exercise: what detail would you add to make this work for your role?

14 / A GLIMPSE AHEAD · 40–41 MIN

First you think.
Then you delegate.

Gather approved material, prepare a draft, pause for your approval, then share.01020304GatherPrepareYou approveShareApproved sourcesA repeatable recipeA deliberate pauseAn authorised action A delegated workflow gathers approved material, prepares a draft, pauses for your approval and only then shares it. GatherPrepareYou approveShare Approved sourcesA repeatable recipeA deliberate pauseAn authorised action HUMAN CHECKPOINT

“Prepare my weekly pack.”
One request. Several steps. A human checkpoint.

Agent tools, including Grok Bot, point towards delegated tasks. What works depends on availability, connections and permissions. This diagram illustrates a workflow without running one.

15 / DELEGATION, FOR REAL · 41–42 MIN

An agent in your pocket.
It waits for your yes.

Grok Botby xAI · runs from a phone

Not a chat window. Each bot gets its own computer (a browser, files, a terminal), signs in to the tools you allow and keeps working when your laptop is shut. The new part isn’t the intelligence. It’s the persistence.

ONE REQUEST, ONE SHOT A marketing reel, asked for by voice from a sauna.

  1. 01
    Read the ramble. Six “basically”s, “my meta’s branding” for Metis AI, “quip” heard for “clip”. It worked out what was meant.
  2. 02
    Found the source. Searched YouTube for the interviews itself. No link was given.
  3. 03
    Cut the reel. Three lines clipped, captions burnt in for sound-off viewing, the branding added, vertical for LinkedIn.
  4. 04
    Waited for a yes. “Won’t post until you say yes.” The file landed in Google Drive; posting stayed a human decision.

The perfect-prompt barrier is falling. The skill that’s left is knowing what to ask for.

Phone screenshot: the dictated request asking for a vertical, captioned reel, and the bot replying that it won’t post until you say yes.
The actual request
Made by the bot

The finished reel.

No follow-up prompt. No corrections.

Shown from the facilitator’s personal account. The reel clips public interviews with Nvidia’s Jensen Huang and is shown as it was posted on LinkedIn. Grok Bot access in Hong Kong and on work accounts has not been confirmed.

16 / BEYOND THE DESK · 42–43 MIN

Nobody’s job description.
Everybody’s evening.

THE SCHOOL NEWSLETTERPhotograph it. Every date, dress-up day and permission slip goes into the family calendar, with a reminder the night before.
THE CLASS GROUP CHAT214 unread. It hands back the two that need you and drafts the “yes, she’ll be there” reply for you to send.
THE BIRTHDAY PARTYOne message. A venue shortlist near home, the invitation drafted, a gift under budget waiting for your approval.
DINNER, DECIDEDA photo of the fridge and the allergy list. Back come the week’s meals and one shopping list, in aisle order.

“Book dinner with Sarah, Friday, 7pm.” In the calendar before you’ve found the app.

A screenshot you hate. The PDF invoice or the feral spreadsheet, rebuilt into what it should be.

“Order the usual.” A whole food-delivery reorder, stopped at payment for your approval.

Teach it once. A chore you repeat every week becomes one word.

Personal account, personal life. Keep work material in the tools your organisation approves. Anything that spends money or sends a message should wait for your yes.

17 / KEEP THESE THREE HABITS · 43–45 MIN

Start small.
Stay accountable.

01

Use the right workspace

Use your organisation’s approved account. Check what information you may share before uploading it.

02

Check what matters

Trace numbers and sources. Confirm names, dates and commitments. Ask what is missing.

03

Own the final result

Review the draft before sharing it. Keep responsibility for decisions and actions with a person.

18 / THE CONVERSATION · 45–60 MIN

What would you do
with a little more
room to think?

Bring a task, a question or a healthy dose of scepticism.

“Could it help with…?”“Where would I start?”

Metis AI Practical AI learning for the way you work.

REFERENCE / FOR THE CURIOUS

A few useful details.

About this session

A 60-minute lunch & learn for mixed corporate audiences: 45 minutes of presentation and discussion, followed by 15 minutes of Q&A. No prior AI experience or software installation required.

The page includes prepared examples and simple interactive calculations. It does not connect to an AI service or company systems. Live demonstrations depend on the tools available to the facilitator.

All sample data is fictional. No client records are included. The three recorded demos are shown unedited at full resolution. The slide and spreadsheet demos use an invented sample file: the institution names are sample labels and every figure is invented. The dashboard figures are illustrative. The campaign images are AI-generated. The home-life card images are illustrative selections from the Metis AI session asset library; they do not depict these specific workflows or client records. The Grok Bot reel clips public interviews with Nvidia’s Jensen Huang, as posted on LinkedIn by the facilitator.

Tools & availability

Reviewed 28 September 2026. Check again before use; plans, access and features change.

Direct ChatGPT and Claude service lists omit Hong Kong. Grok / Grok Bot regional and account access has not been confirmed for attendees. Company approval is a separate requirement for every tool.

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