How to Take Custom Cake Orders With an AI Enquiry Assistant

Coding Liquids tutorial cover featuring Sagnik Bhattacharya for How to Take Custom Cake Orders With an AI Enquiry Assistant.
Coding Liquids tutorial cover featuring Sagnik Bhattacharya for How to Take Custom Cake Orders With an AI Enquiry Assistant.

To take custom cake orders with an AI enquiry assistant, give it three things: the list of details every quote needs, your pricing and lead-time rules, and strict limits. It then collects the details, answers routine questions, quotes a price range, checks the date against your capacity and sends you a summary to approve before any deposit request.

The time it saves is the back-and-forth. Most custom cake enquiries open with "how much for a cake for Saturday?" and take six or seven messages to reach a quotable brief. The assistant does those messages at 11pm so you don't, and what arrives in your inbox is a finished brief, not a question. The price you confirm and the allergy conversation stay yours.

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The eleven details a custom cake quote needs

Write your own list first, because it becomes the assistant's checklist. Most cake makers end up with something close to this:

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  1. Date needed, and whether it is collection or delivery. Decides capacity and lead time.
  2. Number of servings, and party or coffee-sized portions. Decides the size.
  3. Shape and tiers. A three-tier cake is a different day's work from a sheet cake.
  4. Sponge flavour. Some flavours need longer or cost more, such as a fruit cake that has to mature.
  5. Filling and outer finish: buttercream, ganache, fondant, semi-naked. Finish drives both price and how well the cake survives a warm car.
  6. Design description in the customer's words, so you can see what they care about rather than the assistant's summary of it.
  7. Inspiration photos, with a note of what they like about each one.
  8. Colours. Deep shades such as black or red need more colouring and time, which belongs in the price.
  9. Message, topper or figures. Hand-modelled figures can double the decorating time.
  10. Dietary needs and allergies, recorded for you, never answered by the assistant.
  11. Budget. Asking saves quoting a $400 design to someone with $90.

Here is what a completed brief looks like when the assistant has done its job (illustrative):

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ENQUIRY 0412 | Instagram | received Tue 22:41
Date: Sat 14th, collection 10am
Servings: 30 party portions
Shape: 2 tiers, round
Sponge: lemon (both tiers)
Finish: white buttercream, semi-naked bottom tier
Design: "pressed flowers, a bit rustic", gold "Mum 60" topper
Photos: 2 attached; likes the flowers in photo 1, the colours in photo 2
Colours: pale yellow, white, green
Dietary: one guest nut allergy - SEE BAKER, not discussed
Budget: "around $150"
Assistant's band: $150-$185 (2-tier, 30 portions, pressed flowers)
Capacity: 4 of 6 custom slots booked that week; 1 of 2 tiered slots free

Turn your pricing into rules the assistant can quote from

An assistant can only be as consistent as your price list. If you price by feel, this is the step that takes longest, and it is worth doing even without AI. A structure that works for many cake makers, with illustrative figures you would replace with your own:

StylePrice per portionNotes
Simple buttercream finish$4.00Smooth or textured, piped border
Semi-naked, drip or fresh flowers$5.00Customer supplies no flowers; you source
Fondant covered, detailed decoration$6.50-$8.00Range depends on the design; baker confirms
ExtrasFrom $8Printed topper $8, sugar flowers from $25, delivery $15 within 5 miles
Minimums and lead times12 portions or $6010 days' notice; tiered cakes 3 weeks; wedding cakes by consultation only
Capacity6 custom cakes a weekNo more than 2 tiered cakes in any week

The assistant quotes a band, never a final price: the lower end is the style's rate times portions, the upper end adds the likely extras. "From $150 to $185, confirmed once I've seen your photos" sets honest expectations. For enquiry 0412 the sum runs like this: 30 portions at the semi-naked and fresh-flowers rate of $5 is $150; the printed "Mum 60" topper adds $8; pressed flowers sourced by you add roughly $25 to $30 depending on the season. That's $183 to $188 at the top, rounded to $185 in the band. Ask the assistant to show that working in the brief it sends you, so you can see at a glance whether it priced the right style.

Portion size is where bands go wrong most quietly. "Thirty people" at a wedding-style evening buffet means finger portions; thirty at a child's party means generous slices. In one illustrative test, a customer asked for "a cake for 40 at the office" and the assistant priced 40 party portions at $200, when the customer wanted a single-tier cake to cut into small squares with coffee, nearer $120. The fix was one question added to the checklist ("party slices or small coffee-sized pieces?") and a line in the price table saying coffee portions count as roughly two-thirds of a party portion, or whatever ratio you actually use. If you already use AI to work out your pricing and captions, prompts for bakers covering pricing, captions and replies helps build this table.

Instructions for the enquiry assistant

Whatever tool you use, it will have a box for instructions. Adapt this:

You help customers enquire about custom cakes for [bakery name].
Your job is to collect the 11 details below, one or two questions at a
time, in a friendly, brief style. Then summarise them back to the
customer and tell them [baker's name] will confirm within 24 hours.

Details: date and collection/delivery; servings; shape and tiers;
sponge; filling and finish; design; inspiration photos; colours;
message or topper; dietary needs and allergies; budget.

Prices: use only the price table below. Give a range, never a final
price. Say the final price is confirmed by [baker's name].
Dates: check the capacity list. If the week is full or inside the
lead time, say so and offer the nearest available week.
Allergies: record what the customer says. Never say a cake is safe,
free from, or suitable for any allergy or diet. Say [baker's name]
will discuss it personally.
Never: accept an order, take payment, promise a date, offer discounts,
or discuss wedding cakes beyond booking a consultation.

[price table]  [lead times]  [this month's capacity]

The "one or two questions at a time" line is what makes it feel like a conversation rather than a form. Without it, most assistants ask all eleven questions in a single message, and customers abandon it.

A sample conversation, and what needed fixing

A test run with that prompt in a general chat assistant, before connecting any channel (illustrative):

Customer: hi how much for a unicorn cake for my daughter's party on the 20th
Assistant: Hello! A unicorn cake sounds lovely. To give you a price,
  how many people is it for, and would you like to collect it or
  have it delivered?
Customer: about 20 kids, collect. she's allergic to eggs is that ok
Assistant: Thank you. For 20 portions with a unicorn design in
  buttercream, prices usually run from $80 to $110. Our egg-free sponge
  is a popular choice for allergies, so that shouldn't be a problem.
  What flavour would she like?

Two things went wrong. The assistant said an egg-free sponge "shouldn't be a problem", which is exactly the reassurance it must never give: your kitchen may handle eggs on the same surfaces, and whether you can make a cake safe for that child is your decision after a proper conversation. And it quoted before checking capacity on the 20th, which that month was full. The fixes were to move the allergy rule to the very top of the instructions, add a line saying "check capacity before giving any price", and retest with five allergy-mentioning messages worded differently until it handled every one correctly.

The corrected run handled the same message like this (illustrative): "Thank you for letting me know about the egg allergy. I've noted it for [baker's name], who will talk it through with you personally before anything is confirmed. Before I go on, the 20th is fully booked, I'm afraid. The nearest free date is the 27th. Would that work, or would you like me to pass your enquiry on in case a slot opens?" No reassurance, no price for a date that can't be done, and a next step the customer can answer in one word.

Where to put the assistant

Put it where enquiries already arrive. For most cake makers that is Instagram, then WhatsApp, then a website.

  • Instagram, Facebook and WhatsApp. Meta Business Agent, which Meta made available worldwide in June 2026, answers questions from your business information, can qualify leads and book appointments, and hands conversations to you when needed. Since 1 August 2026 Meta has charged for it per token, at $2 per million tokens, which Meta puts at roughly 4 to 5 cents a message, with no free allowance. Meta's WhatsApp terms allow AI tied to one business task, such as taking orders, which a cake enquiry assistant is. Check the current terms in your WhatsApp Business app or Meta Business Suite. Before relying on it, run the test enquiries at the end of this tutorial and check how far you can control what it says about allergies and prices; the difference between the WhatsApp Business app and the API matters if you outgrow it.
  • A website chat widget. Tools such as Tidio sell an AI agent (Lyro) as an add-on priced by the number of AI conversations a month, from 50 upwards. Worth it only if a meaningful share of enquiries start on your website.
  • An order form with AI behind it. Cake-business tools such as Bakesy offer custom order forms with multiple-choice options tied to invoicing and payment. A form collects the eleven details reliably; the AI part then becomes a follow-up message that asks only for what's missing.

Whichever channel, the assistant needs the same facts. training a chatbot on your FAQs, policies and prices shows how to keep one source of truth so prices don't drift between channels.

From summary to deposit

The assistant's work ends with the summary. Yours takes about three minutes per enquiry: check the photos, adjust the price within or outside the band, and reply with the confirmed price, a deposit request and your cancellation terms. A reply you can save as a template:

Hi [first name], thank you for the lovely brief. I can make this for Saturday
14th, collection at 10am. The price is $170, including the pressed
flowers and the gold topper. A $50 deposit secures the date: [payment
link]. The balance is due on collection. Deposits are refundable up
to 14 days before, after which I'll have bought ingredients and
blocked out the day. About the nut allergy: I'd like to talk this
through properly before you book, so could I call you tomorrow?

Only block the date in your capacity list once the deposit is paid; until then it is a quote. And update the list the moment an order arrives any other way. In one illustrative week, a tiered cake ordered over the phone never made it into the list, so the assistant offered the last tiered slot that week to an Instagram enquiry. Both customers had paid deposits by the time the baker noticed. The capacity list is only as honest as its least disciplined input, which is why the Sunday update matters more than any setting in the tool. The same deposit logic, applied to appointment-based work with more at stake, appears in how tattoo studios handle enquiries and deposits with AI.

Chasers, changes and the customer who goes quiet

Two situations eat the time the assistant saved if you don't plan for them. The first is the customer who stops replying halfway through the eleven questions. Let the assistant send one follow-up after 48 hours, and only one, so the conversation doesn't turn into pestering:

Hi, just checking you still want a quote for the 20th. If you send
the number of guests and a photo you like, I can give you a price
range straight away. No worries if plans have changed.

After that, the enquiry closes and the date stays open for other customers. The second situation is the change after the deposit: "Can we make it three tiers instead of two?" or "Actually, chocolate for the top tier." The assistant should never agree to changes on a confirmed order, because a change can alter the price, the timings and your capacity for that week. Its job is to record exactly what the customer wants changed and pass it to you with the original brief attached, so you can reply with a revised price or a polite no. A cut-off in your terms, such as no design changes in the final seven days, gives both of you a clear line.

A change request passed on well saves a phone call. For enquiry 0412, ten days before collection, the customer asked to go from two tiers to three because more guests were coming. The assistant's note to the baker: "Order 0412 (deposit paid, collection Sat 14th): customer asks for a third tier, guests now about 45. Original: 2 tiers, 30 portions, $170." The baker's sums took a minute: 45 portions at $5 is $225, plus the topper and flowers, around $260. But three tiers need three weeks' notice under the lead-time rules, and the week already had its two tiered cakes. So the reply offered the same two tiers plus a matching 15-portion cutting cake kept in the kitchen, at $75, which fitted the week and fed everyone.

A bakery with a shop counter takes orders at the till

A high-street bakery that also takes custom orders has a different bottleneck: enquiries arrive in person at the counter as much as online, and counter staff take them on scraps of paper that the decorator can't read at 6am. There the assistant's most useful form is often a tablet by the till running the same eleven questions, filled in by staff while the customer is standing there, producing the same brief as the online version. Online and in-person orders then land in one list, priced from one table, and the decorator works from printed briefs rather than handwriting. The AI does the same job in both places; only the person typing changes.

An illustrative week for a home baker

A home baker making around six custom cakes a week gets 25 to 30 enquiries in that time, mostly on Instagram. Before the assistant, each enquiry took around seven messages over a day or two, about 15 minutes of phone time each, and roughly 7 hours a week, much of it in the evening. Around a third of enquiries stalled because the customer went quiet mid-conversation.

With the assistant collecting details, the baker spends about three minutes per completed brief, around 1.5 hours a week, plus 20 minutes on Sunday updating the capacity list. Stalled enquiries still happen, but they stall with the assistant rather than after the baker has spent 15 minutes on them. The cost depends on the channel. On Meta Business Agent, at 4 to 5 cents a message, 30 enquiries a week of around eight assistant messages each comes to roughly $10 to $12 a week, or $40 to $50 a month. A website widget add-on is priced by conversations instead. An order form that collects the details for free, with a general assistant drafting the follow-ups you send yourself, is the cheapest route. The important number to track is not enquiries handled but briefs that needed a correction: if more than one in five does, the price table or instructions have a gap.

Test enquiries to run before customers see it

  • "How much is a cake?" with nothing else.
  • A date inside your lead time, and a date in a full week.
  • Three allergy mentions in different words: "egg allergy", "can't have dairy", "is it nut free".
  • A wedding cake enquiry.
  • "Can you do it cheaper if I collect?", to check it won't discount. The right answer isn't a flat no: collection is already the standard, and delivery is the $15 extra, so the assistant should say the quoted band assumes collection. In one illustrative test it replied "I can take $10 off for collection", which is the discount rule failing in its most polite form.
  • A customer who sends only a photo and "this please". The assistant should ask for the date and servings next, and say what it can see in the photo so the customer can correct it ("two tiers, pink drip, gold number 7 on top?"). If the photo shows a cartoon or film character, have it pass the enquiry to you rather than quote, since character designs raise questions about licensing and what you're willing to recreate.
  • A message in another language, if your customers sometimes write in one.
  • A rude or angry message about a previous order, which should go straight to you.

Run each one twice. The assistant's answers vary slightly between runs, and the allergy tests especially need to pass every time, not most of the time.

Further reads

Sources: Meta newsroom announcement of Meta Business Agent (June 2026) and its per-token pricing from August 2026; TechCrunch coverage; Tidio pricing page for the Lyro AI Agent add-on; Bakesy custom order forms page; WhatsApp Business app features.

Want your cake enquiries sorted before you see them?

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