ANZGrocery retailScale · $100K
Woolworths Group

Every missing avocado, answered — agentic order-and-delivery service for Woolworths' online grocery machine

Woolworths runs Australia's biggest online grocery operation, where substitutions, missing items and delivery windows generate contact volume that scales with every e-commerce percentage point; an agentic frontline on the Google Cloud foundation Woolworths already runs turns cost-to-serve into a competitive weapon against Coles while margin sits under a national microscope.

Entry use case
Online order, substitution and delivery-exception service
Expected outcome
Resolve order and delivery issues in-conversation with instant policy-bounded remedies, cutting cost per online-order contact and lifting repeat online purchase rates.
Recommended next step
Expand-motion workshop with WooliesX digital leadership: map order-exception volume and scope a Scale pilot on the online-order service queue under the existing Google Cloud partnership.
What we understand

Woolworths Group's operating reality

Woolworths Group is Australia's largest supermarket operator, with the WooliesX digital arm, Milkrun rapid delivery and the Everyday Rewards loyalty program spanning millions of members.

Public fact

Woolworths announced a multi-year strategic partnership with Google Cloud, publicly discussed around digital and analytics transformation with its Quantium joint venture.

Public fact

The 2024-25 period brought ACCC and political scrutiny of supermarket pricing plus high-profile industrial action affecting distribution — sustained margin and reputation pressure.

Public fact

Online grocery's exception rate (substitutions, missing/damaged items, window changes) makes contact volume grow faster than order volume as e-commerce share rises.

Reasoned inference

Everyday Rewards points and promotion queries likely form a second high-volume, low-complexity contact class ideal for automation.

Seller hypothesis — validate

Australian retail labor costs and penalty rates make after-hours human support disproportionately expensive.

Public fact

Woolworths' multi-year Google Cloud partnership was publicly announced, with data and digital workloads discussed openly — Gemini Enterprise Frontline is an expand motion on established rails, not a new-logo sale.

Publicly reported Google Cloud relevance

Validate with the account team before outreach: Current scope of the Google Cloud partnership and the right expand sponsor · Online-order exception rates and contact volume per 1,000 orders · Existing chatbot/CCaaS estate at WooliesX and group contact centers

Build vs buy

Why we have a right to win here

Partner-led target

Technically capable but needs industry workflows, integration, acceleration, or managed operations

Evidence: WooliesX and the Quantium joint venture give Woolworths genuine digital and data engineering capability, but the group's pattern is to buy platforms and partner for infrastructure — the publicly announced Google Cloud relationship is exactly that model; it needs retail workflows, integration and managed acceleration on rails it already trusts.

Why they won't build the full stack: Woolworths' engineering effort is committed to e-commerce, supply chain and personalization — the revenue engine — while margin scrutiny caps appetite for speculative platform builds; conversational-AI infrastructure is a buy-and-integrate decision, and the existing Google Cloud partnership makes the integration path the shortest available.

What management is signalling

The 2024-25 period brought ACCC and political scrutiny of supermarket pricing plus industrial action affecting distribution, keeping group margin and reputation under sustained public pressure.

Reported factpublic disclosures and FY25 results commentary · 2024-2025

GTM implication: Sell cost-to-serve as the margin lever that doesn't touch shelf prices — and service recovery as the customer-trust story the political moment demands.

Online grocery penetration continues rising, and exception contacts (substitutions, missing items) grow faster than order volume as e-commerce share increases.

Inferencerecent investor communications (validate) · 2025-2026

GTM implication: Anchor on contact volume per 1,000 online orders: agentic exception handling keeps the e-commerce push from importing a linear contact-center cost curve.

What already exists (don't pitch this)
  • Woolworths app with order tracking and self-service
  • Everyday Rewards loyalty platform spanning millions of members
  • WooliesX digital arm and Quantium data capability
  • Publicly announced multi-year Google Cloud partnership
What customers still can't do end-to-end (pitch this)
  • →In-conversation remedies — refunds and redeliveries for substitutions still need human touch
  • →Cross-channel context between app, phone and store contacts
  • →After-hours service economics under Australian penalty rates
  • →Proactive delivery-exception outreach before the customer contacts
Opportunity map

Where agentic communications pays off first

WorkflowWhy it matters hereValueComplexitySpeedChannels
Online order, substitution and delivery-exception service
In-conversation remedies within policy tiers; cost per online-order contact drops and repeat rates lift.
Online grocery wins on trust in fulfillment; every unresolved substitution or missing item taxes repeat purchase behavior.
Friction today: Exception contacts route through generic queues; refunds and redeliveries need human touch even for trivial amounts.
App chatVoiceWeb
Everyday Rewards and promotions desk
Instant grounded answers on points and offers; loyalty engagement rises while queue load falls.
Loyalty is the data engine of the group; points confusion is high-volume, brand-sensitive and cheap to automate.
Friction today: Points, boost and offer queries clog queues, especially around major campaigns.
App chatVoice
Store and stock inquiry line
Consistent, live stock and service answers without pulling floor staff to phones.
Ranging, stock and click-and-collect questions bridge stores and digital at national scale.
Friction today: Stores field calls staff can't prioritize mid-shift; answers vary by who picks up.
VoiceWeb
Watch the change

Online order, substitution and delivery-exception service: today vs the agentic model

Scenario: A delivery arrives missing the salmon and with an unwanted substitution; the agent, messaged from the order confirmation, verifies the tote scan data, refunds one item and credits the other within policy, and books a preferred window for the redelivery — before the customer finishes unpacking.
Today
same interaction, two worlds
Agentic layer
Contacts per delivery incident
3–4 across channels
1 proactive thread
Platform capability
Cart abandonment context
~70% average
recoverable via consent-based outreach
Benchmark
Cost per contact
$13.50 median assisted
$1.84 median self-service
Benchmark
QA coverage
1–2% sampled
100% scored
Platform capability
Sources & assumptions
  • · Contacts per delivery incident: Process design: exception detected before contact
  • · Cart abandonment context: Baymard Institute meta-analysis
  • · Cost per contact: Gartner customer service cost benchmarks, 2024
  • · QA coverage: Platform capability: every interaction logged and evaluated
  • · Gartner, customer service cost benchmarks (2024): $13.50 median assisted vs $1.84 self-service per contact
  • · McKinsey, digital-first collections research: 20–25% NPL reduction among leaders; up to 40% opex reduction with gen AI
  • · Baymard Institute: ~70% average cart abandonment (meta-analysis)
  • · IAMAI–Kantar via IBEF (2025): 900M+ Indian internet users; 98% consume Indic-language content
  • · LeadSquared and vendor funnel studies: 78% of students choose the first institution to respond (directional, vendor data)
  • · HDI / ITSM operator benchmarks: $15–25 per L1 ticket; 40–60% of L1 volume is resets/status (validate per customer)
  • · Conventional-flow wait times and volumes are typical operator patterns — assumptions to replace with the customer's own baseline
  • · Agentic-flow behaviors (context retention, 100% logging, in-line policy checks) are platform capabilities, not projections
Recommended solution

One integrated stack, opinionated for this account

Channels · Tilicho Labs
App chatVoiceWeb

Voice & channel orchestration, telephony, conversational execution, session/state, routing, integration build. Capability coverage validated during implementation.

Intelligence · Google Cloud
Gemini reasoningEnterprise groundingWorkflow agentsMulti-agent orchestrationGoverned actionsEvaluation & analytics
Systems · Woolworths Group
Online OMSLast-mile logisticsPayments/refundsLoyalty platformCampaign systemsCRMInventory systemsStore systems

API access to these systems is the critical-path dependency.

Trust & languages
EnglishMandarinVietnamese

Identity-bound sessions, policy-bounded actions, 100% audit logging, human approvals at defined points, in-tenant intelligence.

Business case

The economics, with your numbers

Addressable monthly interactions1.5M
Seller assumption — replace in discovery
Current cost per interaction ($)$6.0
Industry benchmark scale — validate
Automation / assistance rate (%)55%
Seller assumption — pilot proves this
$9.0M
Current operating cost / mo
$55.9M
Modelled gross benefit / yr
0.0 mo
Payback on Scale
1598%
3-yr ROI (modelled)
Automated/assisted interactions per month825K
Modelled AI run-cost per month (usage + cloud, system estimate)$289K
New monthly operating cost$4.3M

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 Woolworths Group's measured baseline. Package price covers implementation only; recurring usage billed separately.

Recommended package

Scale — $100K implementation

Scale · $100K · A multi-channel production deployment10–14 weeks to production across priority workflows

Why this package for Woolworths Group: Order-exception service plus Everyday Rewards support are natural multi-channel Scale scope, accelerated by the existing publicly announced Google Cloud relationship.

Included
  • 4–6 channels
  • 2–3 priority workflows
  • Multiple enterprise integrations
  • API credential & security setup
  • Advanced orchestration
  • Multilingual support
  • Agent Assist / human escalation
  • Production analytics
  • Expansion roadmap
Not included
  • ✕Usage & consumption (billed separately)
  • ✕Enterprise-wide governance build-out
  • ✕Multi-BU rollout
Recurring costs (separate from the package)

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.

Customer resources required
  • · API access + credentials for: Online OMS, Last-mile logistics, Payments/refunds
  • · A named business owner for online order, substitution and delivery-exception service
  • · Security review counterpart and policy sign-off (Online OMS scope)
  • · Baseline metrics for the pilot's success thresholds
Executive messages

What to say to whom

CEO

“With pricing under a national microscope, cost-to-serve is the margin lever that doesn't touch shelf prices — and better service recovery is the customer-trust story the moment demands.”

CIO / CTO

“You already run strategic workloads on Google Cloud; Gemini Enterprise Frontline extends that same foundation to customer conversations — one platform decision, not another vendor island.”

COO

“Exception contacts grow faster than online orders; agentic resolution keeps the e-commerce push from importing a linear contact-center cost curve, penalty rates included.”

Director of Customer Care (WooliesX)

“Instant policy-tiered remedies for substitutions and missing items turn your worst NPS moments into recovery wins — measured per order cohort from week one.”

Chief Risk / Compliance Officer

“Australian Privacy Act-aligned handling on infrastructure already vetted through the existing Google Cloud relationship, with human gates on goodwill above tier and 100% interaction logging.”

CFO / Procurement

“This rides existing Google Cloud commercial rails; the pilot quantifies cost-per-contact reduction against your own baseline, with usage billed on consumption.”

Outreach

Pre-built offer emails for Woolworths Group

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.

Moment in the deal
Cold outreach — no prior conversation
Who it's addressed to
Cares about: The workflow itself and its daily failure modes
Register
Length
Draft — edit freely before sending
Open in 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.

The pursuit

Tier 2 — high-potential incubation

Why this tier

Australia's largest grocer with a publicly announced Google Cloud partnership, a huge online-grocery operation (WooliesX, Milkrun) and 2024-25 margin pressure from pricing scrutiny and industrial disruption — a natural expand motion on existing GCP rails.

Recommended next step

Expand-motion workshop with WooliesX digital leadership: map order-exception volume and scope a Scale pilot on the online-order service queue under the existing Google Cloud partnership.

Entry: Online order, substitution and delivery-exception service · Scale package · 10–14 weeks to production across priority workflows. Human fallback throughout; success thresholds agreed before build.

Start the pursuit

Research-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.