Coles runs one of Australia's largest retail operations under one of its harshest spotlights — regulators and households scrutinizing every price move while e-commerce growth adds delivery-exception volume at Australian labor cost; an agentic frontline that resolves order, delivery and flybuys issues in-conversation, at full coverage during weather and peak disruptions, lets Coles grow online share while cost-to-serve falls — the only politically safe efficiency there is.
Coles Group operates one of Australia's two dominant supermarket chains, plus liquor banners, with online grocery a strategic growth engine fulfilled increasingly from automated customer fulfilment centres.
Public factColes has run a sustained 'Simplify and Save to Invest' cost program, with cumulative savings publicly reported and reinvested into value and digital.
Public factAustralian supermarkets faced intense cost-of-living scrutiny, including regulatory inquiry into pricing practices — service failures now carry outsized reputational risk.
Public factflybuys (co-owned with Wesfarmers) anchors loyalty; points and personalized-offer issues are trust-sensitive contact classes.
Public factDelivery-exception contacts (substitutions, missing items, late windows) grow faster than order counts as online share rises, at Australian labor cost per contact.
Reasoned inferencePeak events and weather disruptions (floods, storms) create order-disruption contact spikes that fixed capacity absorbs badly.
Seller hypothesis — validateValidate with the account team before outreach: Actual contacts per online order and remedy cost baselines · Existing chatbot containment and CCaaS vendor commitments · flybuys JV governance for loyalty-servicing scope · Peak-event contact multipliers (Christmas, weather disruptions)
Limited internal ability or appetite to build the core platform — strong candidate for the packaged solution
Evidence: Coles invests heavily in retail technology but through build-with-partners models — automated fulfilment with Ocado and Witron, cloud partnerships for data — and has no internal LLM platform; conversational AI at frontline scale is a capability Coles will buy and govern, consistent with how it bought fulfilment automation.
Why they won't build the full stack: Retail engineering capacity is committed to supply chain, stores and personalization; the fulfilment-automation playbook — buy the proven platform, integrate deeply, run the operations — is exactly the pattern to repeat at the conversation layer, years faster than any internal build.
Coles has publicly reported cumulative savings from its Simplify and Save to Invest program while facing sustained cost-of-living and regulatory scrutiny of supermarket pricing.
GTM implication: Efficiency that visibly improves customer experience is the only reputationally safe cost lever — sell the frontline exactly there.
Online sales continue growing ahead of store sales, with automated fulfilment capacity expanding.
GTM implication: Per-order service cost scales with the digital mix — anchor the business case to the same online growth metric management reports every half.
| Workflow | Why it matters here | Value | Complexity | Speed | Channels |
|---|---|---|---|---|---|
Online order and delivery-exception care In-conversation remedies within policy tiers; cost per online-order contact drops as digital share rises. | Per-order service economics decide whether the online growth strategy accretes or dilutes margin. Friction today: Substitution complaints and missing items need human touch for trivial remedies; peak-week queues frustrate exactly when order volumes reward loyalty. | App chatVoiceWeb | |||
flybuys and personalized-offer service Points traced and corrected in-conversation; offer terms explained instantly; loyalty trust protected. | Loyalty is the data engine of the business; unresolved points issues burn the asset that funds personalization. Friction today: Points disputes and offer-mechanics questions queue on hotlines or die in FAQ pages. | App chatVoice | |||
Store feedback and product-issue intake Structured intake with policy-bounded remedies; patterns clustered and reported to category owners weekly. | Product-quality and pricing-accuracy complaints carry regulatory weight in the current scrutiny climate. Friction today: Feedback scatters across channels; systemic issues surface slowly. | App chatWebVoice |
Voice & channel orchestration, telephony, conversational execution, session/state, routing, integration build. Capability coverage validated during implementation.
API access to these systems is the critical-path dependency.
Identity-bound sessions, policy-bounded actions, 100% audit logging, human approvals at defined points, in-tenant intelligence.
All figures are modelling estimates from the labeled inputs above — nothing here is customer-provided yet. The pilot's first job is replacing these assumptions with Coles Group's measured baseline. Package price covers implementation only; recurring usage billed separately.
Why this package for Coles Group: Order care plus flybuys loyalty servicing plus store-feedback handling are multi-workflow scope over shared customer identity — Scale-grade integration into OMS, loyalty and CRM.
Packages cover implementation and integration only. Recurring costs are billed separately: Tilicho Labs platform usage (~$0.15/call-min indicative, usage only), Google Cloud consumption, telephony/carrier charges, managed operations, and support & optimization. No package includes unlimited usage.
“Under a pricing spotlight, the safest efficiency is the one customers experience as better service; agentic order care is cost-to-serve down and resolution quality visibly up, simultaneously.”
“A governed agent layer over OMS, loyalty and logistics APIs completes the automation story your fulfilment centres started — the conversation layer catching what the supply chain can't.”
“Delivery-exception volume compounds with online growth; policy-tiered in-conversation remedies cap that curve before it eats the digital margin story.”
“Every unresolved online-order issue teaches a household to shop the other brand; instant resolution is the retention investment with the clearest attribution you'll find.”
“Policy-bounded remedies, human gates above goodwill tiers, ACL-consistent handling and 100% logging — complaint evidence at a standard regulatory scrutiny rewards.”
“Simplify and Save to Invest needs refills every year; measured cost per resolved contact at millions of monthly contacts is a structural saving the pilot proves against your own baseline.”
Written from this account's own research — the strategic signal, the capability gap, the entry workflow, and the modelled economics — not a mail-merge template. Pick the moment and the persona, edit anything, then copy or open in your mail client.
Customer-safe by construction: drafts are composed only from customer-facing fields. Account tier, build-vs-buy classification, priority score, internal routing, and partner-commercial detail are not inputs to the composer, so they cannot appear in a draft. Money figures are always framed as modelled from the customer's own volumes. Read before sending — you own what goes out.
Australia's second supermarket giant — thousands of stores, a fast-growing online business fulfilled from automated Ocado and Witron sites, flybuys loyalty, and a cost-of-living political spotlight that makes service quality and cost discipline simultaneously non-negotiable.
Workshop with digital and customer-care leadership: baseline online-order contact rates and remedy costs, then scope a Scale pilot on the order-care desk before the next peak season.
Entry: Online order and delivery-exception service desk · Scale package · 10–14 weeks to production across priority workflows. Human fallback throughout; success thresholds agreed before build.
Start the pursuitResearch-based priority-account universe assembled from public information, market scale, communication volume, and solution fit. This is NOT an authoritative list of top Google Cloud customers; existing Google Cloud relationships are noted only where publicly reported. Validate every account with the account team before outreach.