Context at work: three real cases

Ideas matter only when they help with real work. This lesson looks at three everyday cases: an invoice that doesn't match, a late delivery on WhatsApp, and a new joiner. Each time, a request with no background goes wrong. A ten-line background note puts it right.

The mistake most people make

They ask the AI to write a sensitive message without telling it the history or what the business can and can't offer.

What was asked

“A customer in Nagpur is angry on WhatsApp. Their box order is 4 days late because the highway flooded. Draft a reply to calm them down.”

What the AI said

“Dear Valued Customer, we sincerely apologise for the delay. We guarantee your order will reach you tomorrow morning, and we will refund the full shipping charge.”

What went wrong: The AI promised next-morning delivery while the bridge was still under water. It also gave away the whole shipping charge. Nobody had told it what the business could promise.

How it works: handing over the branch

You run an electrical goods branch in Secunderabad and must take two weeks of medical leave. A colleague from head office takes your desk. If you just hand over the keys, he may give credit to a slow payer or quote an old discount. So you sit with him for twenty minutes and a written sheet. These three clients get 15 days' credit. We never use this transporter. This is the lowest price on copper cable. That sheet is your background note.

Three cases

Case 1: The ₹1,20,000 invoice mismatch

A supplier bills ₹5,80,000 against a purchase order of ₹4,60,000. You paste the order, the delivery challan and the invoice. The AI compares them line by line. It finds a freight charge nobody approved and 50 units not signed for on the challan.

Case 2: The monsoon delay

You paste the delay clause from your own contract and the latest road status. The AI drafts a calm, firm WhatsApp reply. It says sorry, shares tracking and promises nothing you can't keep. If the reply leans on the contract, a lawyer or the owner reads it before it goes.

Case 3: The new joiner's first week

A one-page note with the tools they'll use, who reports to whom, and your five main customers. The AI turns it into a day-by-day plan for the first week, which the manager checks.

What to put in the note

Your limitsSay plainly: 'Don't offer discounts or refunds. Don't promise a delivery date.'

Where the message goesSay whether it's a WhatsApp reply (short and friendly) or a formal email.

Who you're talking toSay whether this is a ten-year partner or an angry first-time buyer.

Sensitive Reply With Background

Help me reply to a difficult message.

[BACKGROUND]
"""
- Who they are: [e.g. distributor in Ahmedabad, 5 years with us]
- The problem: [e.g. order 4 days late because of a transporter strike]
- What we know: [e.g. goods are at the Palanpur depot]
- What we can offer: [e.g. no cash refund; up to 2% credit note on their next invoice]
- Tone: [e.g. calm, polite, short enough for WhatsApp]
"""

[THEIR MESSAGE]
"""
[Paste the customer's email or WhatsApp message here]
"""

Your task:
1. Name the two biggest risks in replying.
2. Draft the reply, ready to send.
3. Offer nothing beyond "What we can offer" and promise no date we haven't given.
4. If the reply depends on a contract term, quote only the clause I pasted. If I haven't pasted it, write [CHECK] and don't state what the law or contract says.
5. Add one line on why this wording keeps the customer and protects us.

The AI knows your limits before it writes a word, so the draft doesn't give away what you can't afford. You still read it before sending.

Check your understanding

Why state your money and delivery limits when you ask the AI to answer a complaint?

Show the answer

Without limits, the AI tries to please the customer. It may promise a date you can't meet or a refund you never approved.