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Testing AI Chatbot pricing in a retail shop

POS SOFTWARE

AI testing evaluation

 

Pricing products effectively remains one of the most challenging aspects of retail management. It's a problem. You get a product you have never handled; how do you price the item for sale now? Getting it wrong can significantly impact profitability and competitiveness. Many people today have suggested that the new AI Chatbots can help, but none, as far as I know, have shown any proof of this. So, to address this problem, we conducted a comprehensive evaluation of six free AI chatbots to assess their effectiveness in pricing recommendations for Australian retailers.

Our Testing Methodology

We tested a scenario of a small newsagency in Keysborough, a typical Melbourne suburb located in a strip shopping centre. The test focused on pricing a specific product: a Pilot Frixion Ball Erasable Gel Pen pack containing three pens (black, blue, and red) with a fine 0.7mm tip using only free CHATbots.

Why only Test Free AI Tools for Stock Pricing?

We restricted the test to free AIs because most retailers are only now experimenting with AI chatbots. Few have purchased an AI Chatbot plan, whose costs now vary from about $25 to $200 plus GST (I have a customer who uses AI in our POS Software and runs a bill of up to $10 daily). Once you get into paid plans, there is a massive difference in what you get.

Free tools can offer an accessible starting point, but not everyone is equal for all tasks, as you will see here.

So, we limited our evaluation to these six popular free AI chatbots:

ChatGPT (OpenAI)

Claude (Anthropic)

DeepSeek

Google AI

Grok 3

Qwen

We wanted to test meta AI, which had announced a significant update, but unfortunately, it was not available when this report was written.

After multiple iterations to refine our approach, we developed a standardised prompt that described the retail location, business type, and product specifications. We then evaluated each chatbot's response based on nine key performance indicators. It all took a lot of time.

Evaluation Framework

Each AI tool was assessed across nine KPIs, with each scoring out of 10, giving us a maximum possible score of 90.

Quality of Information

Accuracy and relevance of data regarding the product, competitors, and market conditions

Usefulness

If the advice is impractical, what is the point of getting it?

Clarity

We are all busy people; we need something well laid out and comprehensible.

Actionability

We wanted clear, implementable recommendations

Accuracy

AI Chatbots do make errors and mistakes. We want correct information on costs, retail prices, and market trends

Adaptability

Not surprisingly, we found that to price appropriately in local retailing, the advice needs to be for a specific location and a store's customer demographics

Depth of Analysis

Besides price, we would like advice on various pricing strategy aspects

Creativity

It would be lovely to get information on innovative suggestions for marketing, e.g. bundling, promotions, or other sales strategies

Customer-Centric Approach

Not all customer segments react to pricing similarly, so we want to know how each responds. You rarely care if you get too much information.

Results Summary

 

Pricing products for different chatbots

The performance of each AI chatbot is summarised in the table below:

AI Tool  Price Range  Score (out of 90)
Google AI $9.99–$10.99 87 (winner)
Qwen $9.99 83
Grok 3 $9.49–$9.99 81
DeepSeek $12.99–$13.99 65
ChatGPT $11.99–$12.99 58
Claude AI N/A Eliminated

Notably, the top three performers delivered remarkably similar price recommendations, suggesting a similar practical use by a retailer on the top tools.

Detailed Analysis of Each AI Tool

1. Google AI (Score: 87/90)

Strengths:

  • Provided accurate pricing recommendations based on local competitor analysis, correctly identifying Coles' price range of $9.50–$14
  • Suggested appropriate margins of 35–50%, aligning with industry standards
  • Delivered a logically structured report with clear reasoning

Areas for Improvement:

  • Some sections contained overly technical markup calculations that would be challenging to understand.
  • User interface could be more intuitive for retailers without technical expertise

Key Insight:

Google AI excels at tracking and analysing local competitor prices, making it highly effective for crafting a pricing strategy.

2. Qwen (Score: 83/90)

Strengths:

  • Proposed innovative bundling strategies, such as pairing pens with notebooks at $12.99 to increase perceived value
  • Included practical promotional messaging suggestions (e.g., "Save $1 vs Coles!")
  • Presented information in an accessible, actionable format

Areas for Improvement:

  • Assumed a wholesale cost of $6.50, which appeared to be unrealistically low based on market research

Key Insight:

Qwen's focus on bundling opportunities and targeted promotional strategies makes it particularly useful for retailers looking to maximise revenue through upselling techniques.

3. Grok 3 (Score: 81/90)

Strengths:

  • Provided detailed customer segmentation analysis, correctly identifying pensioners as a key demographic in the Keysborough area
  • Recommended a four-week price testing strategy to refine the pricing approach based on actual sales data

Areas for Improvement:

  • Suggested profit margins were lower than industry standards
  • Report contained unnecessary repetition

Key Insight:

Grok 3's demographic analysis capabilities make it particularly valuable for retailers to align pricing strategies with local customer profiles.

4. DeepSeek (Score: 65/90)

Strengths:

  • Effectively highlighted product features (such as erasable ink) as unique selling points
  • Suggested strategic product placement near complementary items to encourage cross-selling

Areas for Improvement:

  • Recommended pricing ($12.99–$13.99) significantly exceeded competitor rates
  • Technical terminology like "left-digit effect" was used without explanation. A left-digital effect charges a $10 item as $9.99. Did you know that? We did not know until we looked it up.

Key Insight:

DeepSeek appears better suited for premium or specialty product pricing than standard retail items with established market positioning.

5. ChatGPT (Score: 58/90)

Strengths:

  • Provided a well-written, easily comprehensible report

Areas for Improvement:

  • Wrong information, e.g. it inaccurately estimated competitor pricing ranges
  • Did not check the local pricing of the product
  • Lacked depth in analysis and failed to provide sufficiently actionable recommendations

Key Insight:

In our test, ChatGPT's generalist approach proved inadequate for the nuanced requirements of a retail pricing strategy in a shop in the Australian market.

6. Claude AI (Eliminated)

Claude AI was disqualified from the final evaluation due to its inability to access real-time data and lack of localisation features for the Australian market, rendering its recommendations useless.

Key Findings and Implications

If looking at an AI Chatbot, you need to look at:

Real-time competitor analysis

You will not be able to do a good job of pricing if you do not have local information; this led to a pricing recommendation by ChatGPT that was disconnected from market realities.

Value-added bundling recommendations

Does it offer ideas to sell the product

Demographic-specific insights

In most shops, there are several different customer demographics, and these when pricing needs to be considered.

Overly technical presentations

Some Chatbots made us feel that the complexity was excessive, making the report difficult even though we told them not to make it complex.

Conclusion and Recommendations

For Australian SMB retailers seeking to use AI tools for pricing, Google AI, Qwen and Grok 3 emerged as the best due to their accuracy in competitor tracking and logical approach to margin calculations. Any of these can do the job well. If I were pricing an item and wanted some advice, any of these three Chatbots would give me good advice. As there must be a winner, Google AI won.

If you are interested in looking into this technology, I would suggest:

  1. Testing multiple free AI tools to identify which best aligns with your specific business needs
  2. Please don't assume the chatbot knows your local market conditions; the more you tell it, the better. You are better off assuming nothing.
  3. Check the AI report, as wrong information was sometimes supplied.
  4. Gradually expand your AI Chatbot over time.

This research demonstrates that free AI chatbots can provide valuable pricing insights for Australian retailers, though their effectiveness varies significantly across tools. By selecting the appropriate AI assistant and providing relevant contextual information, retailers can enhance their pricing strategies without investing in expensive subscription services.

Have you tried any of these tools yourself doing this type of test? Please share your experiences in the comments below!

Written by:

Bernard Zimmermann

 

Bernard Zimmermann is the founding director at POS Solutions, a leading point-of-sale system company with 45 years of industry experience. He consults to various organisations, from small businesses to large retailers and government institutions. Bernard is passionate about helping companies optimise their operations through innovative POS technology and enabling seamless customer experiences through effective software solutions.

 

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5 Powerful Psychological Customer Marketing Tactics

POS SOFTWARE

Starbucks

Psychological marketing techniques have transformed modern retail, with giants like Starbucks leading the way in implementing these strategies. I listened to a talk about them here. So, let's explore five evidence-backed psychological marketing tactics they use that demonstrate measurable ROI in retail settings.

Let's examine five evidence-backed psychological marketing strategies demonstrating measurable ROI for Starbucks.

The Decoy Effect

The decoy effect works by offering the customer three options. When presented with three choices, most people gravitate toward the middle. So, say you have two items, a cheap and costly product. Now, if you add a super expensive item, many people will tend to the middle, so they will buy the costly item because it does not look so expensive. The super costly item has increased the sales of the costly item.

This psychological principle drives significant revenue for businesses like Starbucks.

Bundling and Promotions

Could you make bundles with a base product and additional items? Many people who want the base product will often buy more with a bundle.

The whole is more appealing than the items individually; your items appear more attractive when presented in a bundle.

Consider bundling good-selling items and bad-selling items together. It's a great way to get rid of unsellable stock.

Charm Pricing

Charm pricing involves setting prices just below a round number (e.g., $3.99 instead of $4.00). This tactic makes products seem more affordable and can drive faster purchasing decisions as people see it as $3 rather than $4.

Making it 95 cents rather than 99 cents works better in many retail settings, as it creates a perception of better value. It is also easier in Australia to handle cash, as we have a five-cent but not a-cent piece.

Although it was not mentioned in the talk. Many Chinese people live in Australia. To Chinese people, 8 is a lucky number, so if someone wants to experiment with, say, 3.88, please let me know how it goes.

The Cashless Effect

Removing dollar signs from prices can also increase spending by making the transaction feel less significant. For example, you should not write $24.95 on a price but 24.95; you do not want to push a $ sign at people.

People also tend to buy more with cashless payments. Although it costs more to process cashless payments, people tend to buy more if the sale is cashless.

Building Emotional Connections with Customers

Creating emotional customer connections is vital for building loyalty and driving repeat business. Starbucks, for example, always asks for your name for each order.

Offer customised loyalty programs and personalised recommendations based on customers' interests or past purchases. Your POS System has a free CRM; why not use it?

Conclusion

These five psychological marketing strategies have significantly enhanced customer engagement and shop sales.

 

Update: 

Although this talk did not mention it, what Starbucks does is a tactic. 

Scarcity

Starbucks offers limited-time offers, like the Pumpkin Spice Latte, for a short time. Customers rush to try exclusive drinks before they disappear.

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Review your prices

POS SOFTWARE

When was the last time you gave your prices a critical review? If you're scratching your head, you're not alone—many retailers often make a price and forget about reviewing it. However, regular price reviews are crucial for keeping your business healthy and profitable. Each card will frequently have different costs and pricing, which you must determine.

Cards with clearly marked prices.

The Set-and-Forget Dilemma

It's a familiar story:

  1. Set an initial price for an item
  2. Get busy with day-to-day operations
  3. Forget about that price for months (or even years!)
  4. Now, they will wonder why their profits are shrinking

This approach can seriously harm your bottom line.

The Ever-Changing Retail Landscape

The fact is that now we are going through massive price changes. Prices now are in constant flux. Your retail prices should reflect these changes. Ignoring these shifts can lead to the following:

  • Losing money on items where your costs have increased as failing to adjust prices can lead to a severe profit margin decline.
  • Missing opportunities to boost profits on items
  • Falling out of step with your competition and market trends

Your New Best Friend: The "Quantity On Hand and Price Check" Report

Here is a good report that I suggest you run "Quantity On Hand and Price Check".

This simple, powerful tool can kick off your price review journey. I think you will find this report a goldmine of information, showing you the following:

  • Current stock levels (so you know what's actually on your shelves)
  • Your cost price (what you paid for each item)
  • Your selling price (what customers are paying)
  • With your profit margins (the all-important difference) in this report, you do not need to calculate retail profit margin; it does it for you.

This information lets you quickly identify which items need your attention most urgently.

I took a client through this report, and she told me, "Clearly, I did set many prices and forget about them. Last year, I started reviewing monthly. I was shocked that some items were barely breaking even due to supplier price increases. Adjusting prices strategically boosted my profit by 15% without losing customers."

 

Pricing strategy

Yet, there's more to pricing than crunching numbers. Let's dive into some key factors to consider:

  1. Customer perception: How do your prices compare? Are you a budget-friendly option or a premium retailer? Have you checked?

  2. Product value: Does your price reflect the quality and benefits of the item? Sometimes, a higher price can boost sales by signalling higher quality.

  3. Market trends: Are there seasonal factors or industry changes to consider? For example, some toys command a higher price in summer. There is an art in seasonal pricing for retail stores.

  4. Your overall strategy: Are you aiming for high-volume sales with lower margins or fewer sales with higher margins? In my experience, getting enough sales to justify a lower margin is tough.

  5. Consider location: Your shop's location can significantly impact your pricing strategy. If you're paying top dollar for a prime spot in the shopping centre, you must factor in the rent increases we see now, but remember that a prime location can also support premium pricing.

  6. Salary increases: We are all now looking at salary and superannuation increases. You must factor in the rent increases we see now.

Here is an example of what happened to us: I negotiated an electricity discount with our supplier. I was told how much it would save us. It's been a year, and my electricity bills have not gone down, despite what I was told. 

How Often Should You Review?

In my experience, a general guide would be:


Price Review Frequency by Business Type

Fast-moving goods
Bi-weekly
Seasonal items
Before each season
Stable products
Monthly or quarterly
Everything
At least once a year

 

 

 

Tips for Effective Price Reviews

  1. Set a schedule: Mark your calendar and stick to it. Consistency is key!
  2. Use technology: Using your point-of-sale software.
  3. When goods are received: Check your prices and use the history in your POS System to see if the change could impact your profit.
  4. Listen to customers: Their feedback can provide valuable insights into perceived value.
  5. Stay informed: Keep an eye on competitor pricing. The internet is great for doing that.
  6. Consider bundle deals: Price reviews can help you identify opportunities for profitable product bundles, which is the best way to eliminate dead stock in my experience.
  7. Psychology: Generally, instead of $10.00, use $9.99. Your customers will perceive the price ending in '.99' as lower. 

Promotional Strategies: Using Price Reviews to Boost Sales

Regular price reviews aren't just about adjusting your standard prices. They can also help you identify golden opportunities for promotions:

  • Clearance sales: Spot slow-moving items that might benefit from a temporary price drop.
  • Loss leaders: Identify products you can afford to discount heavily to drive foot traffic.
  • Bundle deals: Create attractive bundles. In my experience, too many retailers do not bundle enough.

A Word of Caution

While it's essential to adjust prices when necessary, avoid making many changes at once. It's best to make a few here and then in some other spot, as doing so can alienate your customers. 

Wrapping Up: Your Action Plan for Price Review Success

Reviewing your prices regularly isn't just good business practice—it's essential for survival in today's fast-paced retail world. By staying on top of your pricing strategy, you ensure your business remains competitive, profitable, and aligned with market realities.

Here's a quick action plan to get you started:

  1. Schedule your first comprehensive price review
  2. Talk to your staff about gathering customer feedback on pricing.
  3. Do competitor price tracking.

Your point-of-sale software has features that allow you to gain insights and make informed decisions. With regular reviews, you'll be well-positioned to thrive in the ever-changing retail landscape.

So, when will you schedule your following price review? 

 

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