AI readiness assessment for retail and ecommerce
From product copy to returns replies, AI is probably already in your trading week. This survey finds where, and what your customers and insurer would ask.
Eight hundred new SKUs, each needing a title, a description, a size guide and a meta tag. Somebody has found a way through that pile, and it is probably not a spreadsheet. Meanwhile the customer service inbox is full of where-is-my-order and can-I-return-this, and a store manager is drafting a roster at the end of a shift. Every one of those tasks has an obvious AI shortcut, and every one touches customers, suppliers or pricing.
Calibre Forum is an AI readiness assessment for retail and ecommerce businesses. Everyone on the team answers a short survey on their phone, in about eight minutes, about the tasks in their week and the tools they use. Owners see results only in groups of three or more. The report scores six areas, lists the tools in use, and sets out a 30, 60 and 90 day roadmap.
Where AI shows up in retail and ecommerce businesses
Product content and merchandising
Find out who writes titles, descriptions, category pages and email campaigns with AI, and how product claims, materials, sizing and compatibility are checked against the supplier's data. Ask whether supplier price lists, margins or unreleased ranges are pasted into outside tools. A wrong claim about a product is a customer complaint and sometimes a consumer law problem.
Customer service replies and chat
Customer service staff answer returns, delays, warranty claims and complaints, often using saved macros. Find out whether they use AI to draft replies with order details, names and addresses, and whether any customer-facing chatbot is live. Ask who checks that replies match your returns policy and the consumer guarantees you owe. Also find out who owns the saved replies and who updates them when the policy changes.
Customer lists, reviews and marketing
Marketing coordinators build segments, run loyalty emails and respond to reviews. Find out whether customer exports, purchase histories or review text are uploaded to AI tools, whether consent to marketing was recorded, and whether anyone uses AI to produce or soften reviews, which is a matter regulators take seriously. Also find out how long those exports stay on laptops and in downloads folders.
Buying, inventory and store operations
Buyers and inventory planners work through sales exports, supplier terms and stock reports. Store managers prepare rosters, shrinkage notes and incident reports. Find out whether these files are analysed in outside tools, and whether staff data, till reports or supplier agreements travel with them. Spreadsheets full of cost prices are valuable to a competitor. Also find out whether these files are shared with outside tools by an email forward or an upload.
What puts retail and ecommerce businesses at risk
Customer data and payment information
Retailers hold names, addresses, order histories and sometimes payment details. A support agent pasting a complaint thread into a chatbot sends that detail to a third party. The Notifiable Data Breaches scheme and card scheme rules raise the stakes. The report shows how widely customer detail travels and which tools sit near the order system.
Misleading claims and consumer law
Product descriptions, sale prices, reviews and chatbot answers are all representations to customers. Consumer law on misleading conduct and consumer guarantees applies however the words were produced. The assessment finds where AI-drafted content goes live and what checks exist, so the people responsible for accuracy know where to focus. The report shows who writes this content and who reads it before it is published.
Supplier confidentiality and insurer questions
Supplier terms, rebates and unreleased ranges are commercially sensitive. Cyber and product liability insurers ask about data handling and quality control, and larger retail partners or marketplaces may have their own supplier rules. A tool register and a written policy are quicker to produce than an explanation assembled after an incident. The report shows who handles this material and which tools sit close to it.
What each role's answers show
- Ecommerce managerHow the site, product feeds and campaigns are run, which apps and AI features are switched on in the platform, and where manual work still fills the week.
- Merchandiser or buyerHow ranges are planned and priced, where supplier data comes from, and which parts of product setup and reporting are repeated for every season. The answers also show how many hours repeated range setup takes.
- Customer service team leaderWhat the inbox looks like, which replies are templated, what tools agents use to write faster, and how complaints and returns are escalated and checked.
- Store managerHow rosters, ordering, incident reports and end-of-day admin are handled, what devices staff use for work, and what store teams would like to stop doing by hand.
- Marketing coordinatorHow campaigns, social content and customer segments are produced, which creative and writing tools are used, and how consent and claims are checked. The answers also show which repetitive content tasks take the most hours.
Everyone completes the same core survey. The job titles you choose in setup decide how people are grouped and how the results read.
Questions your report answers
- Which AI tools do customer service, merchandising and marketing staff use with customer information and supplier pricing, and which are personal accounts?
- Who checks AI-assisted product descriptions, promotions and customer replies against supplier data and our returns policy before they go out?
- Could we answer a cyber insurer's or marketplace partner's questions about customer data and AI today, and which controls are missing?
- How many hours a week go on repetitive tasks such as product setup, order enquiries, reporting and rostering, and which suit an approved tool?
Retailers are subject to the Australian Consumer Law, including rules on misleading claims and consumer guarantees, or in New Zealand the Fair Trading Act 1986 and Consumer Guarantees Act 1993. The Privacy Act 1988 and Australian Privacy Principles, or the NZ Privacy Act 2020, apply to customer information, the Spam Act 2003 to marketing emails, and card schemes impose payment data requirements. Insurers ask about cyber controls. The report is not legal or insurance advice.
Questions from retail and ecommerce businesses
Are retail staff really using ChatGPT with customer data?
Probably in places, because customer service and marketing work is full of repetitive writing. The point of the survey is to find out in your business rather than guess. Staff describe their tasks and tools in about eight minutes, including personal accounts, and you see the patterns by group.
Does the assessment cover our website and apps?
It surveys people, not your platform. It asks what tools staff use, including apps and AI features connected to your ecommerce platform, and how work is checked. It does not scan your website or test security. A technical review would be a separate exercise, and the two complement each other.
We have casual and part-time staff. Can they take part?
Yes, if you add their emails in the setup wizard. Casual store and warehouse staff often handle customer detail and have strong views on what slows the day. Results are shown only in groups of three or more, so individual answers stay private from owners.
Do we need an AI policy for a retail business?
If staff use AI tools with customer, supplier or staff information, a short written policy is sensible. It should say what is approved, what must never be entered and who checks customer-facing content. The report gives you a controls checklist and prioritised recommendations to build it from. It is not legal advice.
How much does it cost and how fast is it?
It costs A$1,990 plus GST once per organisation. People take about eight minutes on their phone, you complete a short setup wizard and add staff emails, and the report arrives automatically when the survey closes. Optional membership at A$2,388 plus GST a year invites the same team to retake the survey about every 90 days, with a fresh report emailed to the owner.
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See how your business really works.
Ten minutes of setup. Your team answers on their phones. A report arrives when the survey closes.