Welcome to the forefront of conversational AI as we explore the fascinating world of AI chatbots in our dedicated blog series. Discover the latest advancements, applications, and strategies that propel the evolution of chatbot technology. From enhancing customer interactions to streamlining business processes, these articles delve into the innovative ways artificial intelligence is shaping the landscape of automated conversational agents. Whether you’re a business owner, developer, or simply intrigued by the future of interactive technology, join us on this journey to unravel the transformative power and endless possibilities of AI chatbots.
Woolworths has disclosed plans to upgrade Mandy – the AI assistant embedded in its Everyday loyalty, mobile, and insurance products – to a fully agentic system, ITnews Australia reports. The announcement extends the retailer's already-live agentic rollout: its shopper-facing Olive assistant, which ITnews says now handles over 70 percent of contact-centre interactions, is set to move from staff-only preview to consumer availability in July. The practitioner detail worth noting is the governance architecture Woolworths built: eight proprietary "agentic judges" that automatically vet every Olive response before it reaches a customer (ITnews, April 2026), including a "number cruncher" that recalculates math claims, a "product detective" that checks legal and food-safety compliance, and a "goal judge" that verifies the agent completed its stated mission. Both assistants run on Google Cloud's Gemini Enterprise for Customer Experience (GECX) platform.
The Woolworths rollout offers a rare public look at how a major retailer is engineering trust and safety for production agentic systems at scale. The most concrete practitioner detail: Woolworths built eight proprietary "agentic judges" that automatically vet every Olive response before it reaches a customer – and this is a separate validation layer built by the retailer's own team, not a model-level guardrail (ITnews, April 2026).
According to ITnews Australia, Woolworths is upgrading the Mandy assistant – embedded in its Everyday loyalty, mobile, and insurance products – to a fully agentic system. ITnews quotes Woolworths AI customer-experience lead Katharyn Moger: "I'm really proud to say that we're expanding to agentic loyalty." ITnews also reports that Olive, the retailer's shopper-facing assistant, was already upgraded with agentic capabilities using `Gemini Enterprise for CX` (GECX) and will move from staff-only preview to consumer availability in July. Woolworths executives cited by ITnews say Olive now handles over 70 percent of contact-centre interactions.
At Google Cloud Next '26 in Las Vegas (April 2026), Woolworths technology director Venky Erode Sivasubramaniyam demonstrated the live agentic Olive running for 200,000-plus staff and described the eight judges in detail (ITnews). Three named examples: a "number cruncher" that recalculates every math claim in a response (unit prices, ingredient quantities, serving sizes, savings estimates); a "product detective" that checks responses against legal, food safety, and compliance requirements; and a "goal judge" that verifies mission completion – if a user asks for a basket under $20 and the agent returns $25, the judge fails the response and triggers an alert. Sivasubramaniyam stated: "You need something like this bunch of agentic judges to actually implement products like agentic commerce or agentic solutions to scale across organisations and customers, particularly when you have a large audience."
Google Cloud describes `Gemini Enterprise for CX` as a proactive digital concierge platform combining retrieval, multimodal understanding (voice, image, video), planning, and connectors to backend systems. Google also launched the Universal Commerce Protocol (UCP), an open standard for agentic commerce built to interoperate with the Agent Payments Protocol (A2P), Agent2Agent (A2A), and Model Context Protocol (MCP) – positioning GECX deployments as components in a cross-vendor agentic ecosystem (Computer Weekly, Jan 2026; Google Cloud press release).
Woolworths was the first Australian and Asia-Pacific retailer to adopt GECX at launch (January 2026); US retailers Kroger and Lowe's and restaurant chain Papa Johns have also deployed it, per Google Cloud press materials. The next phase Woolworths has indicated for Olive – pre-filling a customer's weekly basket proactively and opening a conversational journey from that basket – is stated but not yet live. Sivasubramaniyam noted internally that the vast majority of grocery items are repeat purchases, providing the data rationale for proactive basket suggestions (he caveated the specific estimate was not precise).
Track opt-in and consent rates for proactive basket features, contact-centre deflection metrics (70 percent is already cited as a maturity signal for Olive), and whether the eight-judge governance pattern spreads to other GECX deployments or becomes an industry reference. Consumer and regulatory scrutiny of agentic shopping – how recommendations are disclosed, and whether they introduce bias toward promoted items – is flagged by ABC News as an open question for product and compliance teams.
Notable production deployment with rare governance detail: Woolworths' eight-judge vetting architecture for agentic responses is concrete and replicable for practitioners, and the parallel rollout of Mandy (loyalty) and Olive (customer-facing) demonstrates a multi-product agentic strategy at scale across a retailer with 200,000-plus staff.
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