Fine Wine Retail industry

    VeroTX Worked Example · Fine Wine Retail

    Worked Example: Allocated inventory sourcing at a specialty retailer

    A modeled walkthrough of seasonal fine-wine sourcing run inside a governed WorkStream, covering distributor outreach, quote comparison, legal review, and parallel approvals.

    Worked exampleIndustry: Fine Wine RetailRead time: 8 min

    This is a worked example, not a customer case study. The company, people and data are illustrative. It shows how the WorkStream is configured and executed on the VeroTX platform. Any figures shown are scenario parameters or modeled from published industry benchmarks, and are not measured customer results.

    Scenario parameters

    3 distributors
    Sources compared in the WorkStream
    3 vintages
    Allocation lines in the modeled scenario
    1 legal review
    Tollgate configured before approval
    Ledger-logged
    Every stage and decision
    VeroTX
    VeroTX Research
    Customer Story
    March 2026·8 min read

    Powered by VeroTX AI

    Veroli

    Veroli

    The AI procurement assistant users interact with every day. Veroli understands natural language requests, guides workflows, surfaces insights, and acts as the single point of interaction across the entire procure-to-pay lifecycle.

    VeroCortex™

    The proprietary multi-agent reasoning engine beneath Veroli. VeroCortex coordinates a team of specialized agents, maintains context across every transaction step, and enforces governance at the reasoning layer.

    Fine wine procurement is not like buying office supplies. Every vintage is finite. Every allocation is negotiated. And when a distributor is offering you eight bottles of Domaine de la Romanée-Conti 2017, you have hours, not days, to respond with the right terms.

    For Cuvée & Co., a fast-growing fine wine online retailer, the holiday season buying window is the most critical procurement cycle of the year. Getting the right labels, at the right price, with full provenance documentation, before competitors lock up allocations, determines whether Q4 is a record quarter or a missed opportunity.

    This is the story of how James Hartley, Cuvée & Co.'s Purchasing Manager, used Procurement to source 120 bottles across three of the world's most sought-after labels, negotiate $37,980 in savings, and secure a three-vintage DRC exclusivity arrangement in just three business days, with less than 20 minutes of his time.


    The challenge: speed, scarcity, and negotiation leverage

    Fine wine procurement requires real-time market intelligence, scarcity assessment, sophisticated negotiation, and governance, all happening simultaneously. Before Procurement, James's team spent days manually emailing distributors, cross-referencing critic scores in spreadsheets, and assembling purchase orders by hand.

    "I opened Procurement, described what I needed, and Veroli handled everything, market benchmarking, distributor outreach, counter-proposals, legal review, and three approval sign-offs. I spent less than 20 minutes on the whole thing."

    , James Hartley, Purchasing Manager, Cuvée & Co.

    Stage 1. A plain-language request becomes a structured sourcing record

    James described his requirements in a single message. Veroli immediately surfaced a pre-filled sourcing request, capturing bottle allocation preferences, delivery and storage requirements, provenance documentation needs, and the required-by date. There was no need to switch to a separate form or ticketing system. James confirmed it, and the intake record was logged instantly as IR-2026-1204.

    Sourcing request intake
    Distributor sourcing
    Quote comparison
    Negotiation outreach
    Legal & compliance review
    Approvals & PO issuance
    IR-2026-1204 · Sourcing requestIn Progress
    Captured from chat by the Intake Agent
    Requestor
    James Hartley · Purchasing Manager
    Labels
    Margaux 2018, Pétrus 2016, DRC RC 2017
    Budget ceiling
    $300,000
    Required by
    15 Nov 2026
    Allocation
    Equal split, 100 bottles each
    Delivery
    Temperature-controlled, bonded warehouse
    Provenance
    Original wooden cases preferred
    Priority
    Maximise margin on Pétrus and DRC
    Confirm & sourceEdit fieldsSave draft
    WorkStream SessionScoped
    Rare Wine Sourcing
    Specialist · Session 41c23198
    I want to source Château Margaux 2018, Pétrus 2016, and DRC Romanée-Conti 2017, roughly 300 bottles. Budget is $300K.
    Day 1 · 09:02
    Intake Agent
    Pulled allocation, delivery, and provenance defaults from your last order. Confirm the sourcing request below and I'll start reaching out to distributors.
    Day 1 · 09:03
    Logged as IR-2026-1204. Contacting Millesima, Bordeaux Index, and Wine Owners now.
    Day 1 · 09:04
    Ask Veroli, or @mention agents...
    Stage 1 of 6Sourcing request pre-filled from James's chat message. One confirmation and the WorkStream starts.

    Stage 2. Three distributors, contacted in parallel

    With the request logged, Veroli's Sourcing Agent reached out to Millesima, Bordeaux Index, and Wine Owners at the same time, rather than working through them one by one. Wine Owners could only supply Margaux; the other two confirmed availability on all three labels and began preparing landed-cost quotes.

    Sourcing request intake
    Distributor sourcing
    Quote comparison
    Negotiation outreach
    Legal & compliance review
    Approvals & PO issuance
    Distributor sourcing · IR-2026-1204In progress
    Quotes received by distributorof 3 labels quoted
    MillesimaBordeaux IndexWine Owners00.751.52.253
    Current status
    Distributors contacted
    3, in parallel
    Labels sourced
    Margaux 2018, Pétrus 2016, DRC RC 2017
    Wine Owners coverage
    Margaux only
    Elapsed since intake
    5 hours
    Recommendation

    Recommend proceeding to full landed-cost comparison once Millesima and Bordeaux Index quotes are both in.

    View quotesAdd a distributorExport
    WorkStream SessionScoped
    Rare Wine Sourcing
    Specialist · Session 41c23198
    Sourcing Agent
    Millesima and Bordeaux Index confirmed availability on all three labels. Wine Owners can only supply Margaux.
    Day 1 · 11:20
    Any early read on pricing?
    Day 1 · 14:00
    Quotes are landing now. I'll have the full landed-cost comparison ready by tomorrow morning.
    Day 1 · 14:02
    Ask Veroli, or @mention agents...
    Stage 2 of 6Distributor outreach dispatched in parallel. Wine Owners can only cover Margaux.

    Stage 3. A full landed-cost comparison, not just a price list

    When responses came back, the Analyst Agent compiled a landed-cost comparison that included wine price, temperature-controlled freight, bonded handling, and provenance documentation. Wine Owners was excluded from two of the three labels entirely. Veroli then surfaced an inline decision, allowing James to either accept the best quotes or run the Negotiation Agent first.

    Sourcing request intake
    Distributor sourcing
    Quote comparison
    Negotiation outreach
    Legal & compliance review
    Approvals & PO issuance
    Quote comparison · landed costComplete
    SKUMillesimaBordeaux IndexWine OwnersStatus
    Margaux 2018 ×100$620/btl$595/btl$610/btlBest: BI
    Pétrus 2016 ×12$4,200/btl$4,050/btlN/ABest: BI
    DRC RC 2017 ×8$18,500/btl$17,800/btlN/ABest: BI
    Full CoC provenanceYesYesPartialReview
    Temp-controlled deliveryYesYesNoExcluded

    Recommendation: Bordeaux Index for all SKUs, best landed cost with full provenance. Estimated negotiation upside is 10-15% given James's volume relationship.

    Run negotiation agentAccept best quotesExport comparison
    WorkStream SessionScoped
    Rare Wine Sourcing
    Specialist · Session 41c23198
    Analyst Agent
    All three distributors responded. Bordeaux Index has the best landed cost across every SKU, plus full provenance and temperature-controlled delivery.
    Day 2 · 08:45
    Push for better terms before we commit.
    Day 2 · 08:50
    Negotiation Agent
    Running the Negotiation Agent now. Target is a 246,420 total, about 13.4% below the best quotes.
    Day 2 · 08:51
    Ask Veroli, or @mention agents...
    Stage 3 of 6Landed-cost comparison across all three distributors, with provenance and delivery scored.

    Stage 4. Two tailored counter-proposals, not one form letter

    The Negotiation Agent drafted two distinct counter-proposals. One went to Bordeaux Index, leveraging their Margaux pricing against recent auction results and offering a multi-vintage forward allocation commitment. The other went to Millesima, proposing a three-vintage DRC exclusivity in exchange for a price reduction. Veroli surfaced both drafts for James to review before dispatch.

    Sourcing request intake
    Distributor sourcing
    Quote comparison
    Negotiation outreach
    Legal & compliance review
    Approvals & PO issuance
    Counter-proposal · MillesimaIn Progress
    Drafted by VeroCortex
    Tokey.accounts@millesima.com
    CcJames Hartley · Cuvée & Co.
    SubjectDRC Romanée-Conti 2017: proposal for 3-vintage exclusivity

    We'd like to move forward on the 8 bottles of DRC Romanée-Conti 2017 at $17,200/btl, a 7% reduction against your quoted price.

    In exchange, Cuvée & Co. is offering Millesima exclusive DRC supplier status across the next 3 vintages, with original wooden cases and full chain-of-custody documentation on every shipment.

    We're a top-5% volume buyer for you this year and would like this to be the start of a longer forward commitment.

    Liv-ex benchmark.pdf Purchase history summary.csv
    Send to both distributorsEdit draftPreview Bordeaux Index variant
    WorkStream SessionScoped
    Rare Wine Sourcing
    Specialist · Session 41c23198
    Negotiation Agent
    Two counter-proposals drafted. Both lean on our volume relationship and a forward allocation commitment as leverage.
    Day 2 · 09:08
    Looks good. Send both.
    Day 2 · 09:10
    Dispatched to Bordeaux Index and Millesima. I'll notify you the moment either responds.
    Day 2 · 09:11
    Ask Veroli, or @mention agents...
    Stage 4 of 6Negotiation Agent's counter-proposal to Millesima, trading a 3-vintage exclusivity for a price cut.

    Stage 5. Legal review before signature, not after

    Bordeaux Index accepted $565/btl on Margaux and $3,900/btl on Pétrus. Millesima came back with $17,200/btl on DRC, and 8 bottles instead of 6. The Contract Agent reviewed both agreements and flagged Millesima's exclusivity clause for Legal. General Counsel Claire Morrow cleared it with a break clause amendment, and Veroli drafted both purchase orders for James's review.

    Sourcing request intake
    Distributor sourcing
    Quote comparison
    Negotiation outreach
    Legal & compliance review
    Approvals & PO issuance
    Legal & compliance review · draft POsCleared
    ClauseDistributorRiskResolutionStatus
    Forward allocation, 2026/2027Bordeaux IndexLowStandard forward termsCleared
    DRC exclusivity, 3 vintagesMillesimaMediumBreak clause added after vintage 2Cleared
    Provenance & CoC documentationBothLowVerified against chain of custodyCleared
    Payment termsBothLowNet 30, standardCleared

    Claire Morrow, General Counsel, cleared both agreements. The Millesima exclusivity clause carries a break clause after vintage 2.

    Submit POs for approvalRequest changesView redlines
    WorkStream SessionScoped
    Rare Wine Sourcing
    Specialist · Session 41c23198
    Contract Agent
    Both distributors accepted. Millesima's 3-vintage exclusivity clause needs Legal's eyes before we draft the POs.
    Day 2 · 13:50
    Claire cleared it with a break clause after vintage 2.
    Day 2 · 14:20
    Amendment applied. Both POs are drafted and ready for your review.
    Day 2 · 14:30
    Ask Veroli, or @mention agents...
    Stage 5 of 6Legal review of both distributor agreements before the POs are drafted.

    Stage 6. Parallel approvals, then automatic PO issuance

    Rather than routing approvals sequentially, Veroli dispatched tailored packets to Legal, VP Merchandising, and the CFO simultaneously, each in their own Veroli chat session. All three signed off within 22 hours. The moment the CFO approved, both purchase orders were issued automatically and James was notified.

    Sourcing request intake
    Distributor sourcing
    Quote comparison
    Negotiation outreach
    Legal & compliance review
    Approvals & PO issuance
    Approvals & PO issuanceIssued
    Price reduction by vintagevs. original quote
    Margaux 2018Pétrus 2016DRC RC 201705101520
    Current status
    Combined PO value
    $240,900
    Budget ceiling
    $300,000
    Negotiated savings
    $37,980 (13.4% average)
    DRC allocation
    8 bottles · 3-vintage exclusivity
    Approvals
    Legal, VP Merchandising, CFO, all signed
    Total elapsed
    3 business days
    Recommendation

    Delivery to the bonded warehouse is confirmed for 12 Nov 2026, ahead of James's 15 Nov deadline.

    Close workstreamView ledgerDownload PO packet
    WorkStream SessionScoped
    Rare Wine Sourcing
    Specialist · Session 41c23198
    Approval Agent
    Legal and VP Merchandising have both approved. Your CFO sign-off is the last step before issuance.
    Day 3 · 08:50
    Approved. $37,980 saved is an excellent result.
    Day 3 · 08:55
    Both POs are issued. Delivery to the bonded warehouse is confirmed for 12 Nov, ahead of your deadline.
    Day 3 · 09:02
    Set a reminder 60 days before the Millesima break clause window.
    Stage 6 of 6Final approvals and PO issuance: $37,980 saved, a 13.4% average reduction, across 3 DRC vintages.

    How it worked, the VeroCortex agent chain, end to end

    1
    Intake AgentDay 1 · <5 min
    Captured procurement intent via inline chat, allocation preferences, delivery requirements, provenance needs, and deadline. Logged IR-2026-1204 automatically.
    2
    Sourcing Agent, parallel outreachDay 1
    Contacted three approved distributors simultaneously, Millesima, Bordeaux Index, and Wine Owners, rather than working through them one at a time.
    3
    Analyst Agent, landed-cost comparisonDay 1–2
    Compiled a full landed-cost comparison including freight, bonded storage, and provenance documentation status across all responding distributors.
    4
    Negotiation AgentDay 2
    Benchmarked quotes against Liv-ex auction prices and historical purchase data. Identified four leverage points. Drafted tailored counter-proposals. Secured $37,980 in savings and expanded DRC allocation from 6 to 8 bottles.
    5
    Contract Agent, legal reviewDay 2
    Reviewed forward allocation and exclusivity agreements. Flagged Millesima exclusivity clause, resolved with break clause amendment, approved by General Counsel.
    6
    Approval Agent, parallel routingDay 2–3
    Dispatched tailored approval packets to Legal, VP Merchandising, and CFO simultaneously, each in their own Veroli chat session with a contextual inline form. All three signed off within 22 hours. Both POs issued automatically.

    Results, what Cuvée & Co. achieved with Procurement

    MetricBefore ProcurementWith Procurement
    Time from intent to issued PO3–4 weeks3 business days
    Purchasing Manager's active time12–15 hours<20 minutes
    Distributors contacted simultaneously1 at a time (sequential)3 in parallel
    Quote benchmarkingManual spreadsheetAutomated vs. Liv-ex auction data
    Negotiation savingsAd hoc / none$37,980 (13.4%)
    DRC allocation6 bottles (typical)8 bottles + 3-vintage exclusivity
    Approval routingSequential, days per stepParallel, all 3 in 22 hours
    Legal reviewPost-signature riskPre-signature, automated flagging
    Real-time market benchmarking
    Every quote validated against live Liv-ex secondary market data and auction hammer prices automatically
    Inline approvals, no email chains
    Each approver gets a contextual inline form in their own Veroli chat session, approve or reject in seconds
    AI-driven negotiation leverage
    4 leverage points identified, 2 counter-proposals drafted and dispatched, $37,980 secured autonomously
    Strategic relationships captured
    3-vintage DRC exclusivity and forward allocation agreements auto-registered in Supplier Relationship Manager

    "The DRC exclusivity alone is worth more than a year's subscription to the platform. But it's the consistency, knowing every negotiation is informed and every approval is tracked, that changes how we operate."

    , James Hartley, Purchasing Manager, Cuvée & Co.
    Fine Wine RetailProcurement AutomationVeroCortexNegotiation supportSpend ManagementSupplier ManagementWorked example

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