{
  "scope": {
    "categoryFamily": "Cross-category tail spend",
    "period": "Last 12 months",
    "region": "Global pilot view",
    "lastUpdated": "2026-03-31",
    "subtitle": "A simple demo showing how AI could highlight tail-spend supplier actions and help managers decide what to do next.",
    "statusBanner": "Review a supplier, see the suggested action, and understand why it matters."
  },
  "summaryCards": [
    {
      "label": "Total tail spend",
      "value": 988000,
      "format": "currencyCompact",
      "detail": "Tail spend across the eight demo suppliers."
    },
    {
      "label": "Suppliers in scope",
      "value": 8,
      "format": "integer",
      "detail": "Eight sample suppliers are shown in this action engine demo."
    },
    {
      "label": "Savings potential",
      "value": 311000,
      "format": "currencyCompact",
      "detail": "Potential upside across the current demo supplier list."
    },
    {
      "label": "Ready for review",
      "value": 5,
      "format": "integer",
      "detail": "Suppliers already marked ready for manager review."
    },
    {
      "label": "Average risk score",
      "value": 66,
      "format": "integer",
      "detail": "Average risk score across the visible demo suppliers."
    },
    {
      "label": "High-fit coverage",
      "value": 57,
      "format": "percent",
      "detail": "Share of spend tied to suppliers with strong similarity to a preferred route."
    }
  ],
  "recommendationMix": [
    {
      "label": "Negotiate",
      "count": 2,
      "summary": "Reopen commercials where value is still available."
    },
    {
      "label": "Move",
      "count": 2,
      "summary": "Move demand to a preferred supplier."
    },
    {
      "label": "Consolidate",
      "count": 2,
      "summary": "Reduce overlap across similar suppliers."
    },
    {
      "label": "Drop",
      "count": 1,
      "summary": "Exit low-value suppliers."
    },
    {
      "label": "Avoid",
      "count": 1,
      "summary": "Do not expand the relationship."
    }
  ],
  "actionPlaybooks": [
    {
      "label": "Negotiate",
      "title": "Reopen commercials where savings are still available.",
      "trigger": "The supplier is still needed and the spend is large enough to justify a pricing discussion.",
      "output": "Negotiation recommendation.",
      "value": "Capture savings without changing supplier."
    },
    {
      "label": "Move",
      "title": "Move demand to a preferred supplier.",
      "trigger": "A similar service already exists with a better supplier option.",
      "output": "Move recommendation.",
      "value": "Reduce fragmentation with limited disruption."
    },
    {
      "label": "Consolidate",
      "title": "Consolidate similar suppliers.",
      "trigger": "Multiple suppliers cover similar work and can be reduced into a smaller group.",
      "output": "Consolidation recommendation.",
      "value": "Simplify the supplier base."
    },
    {
      "label": "Drop",
      "title": "Exit low-value suppliers.",
      "trigger": "The supplier has low value, low criticality, and adds extra noise or risk.",
      "output": "Exit recommendation.",
      "value": "Create a cleaner supplier portfolio."
    },
    {
      "label": "Avoid",
      "title": "Do not expand the relationship.",
      "trigger": "There is little upside and no strong reason to grow spend with this supplier.",
      "output": "Avoid recommendation.",
      "value": "Keep future demand with better supplier options."
    }
  ],
  "foundationStages": [
    {
      "label": "Bank data",
      "title": "Collect supplier and spend data",
      "items": [
        "Supplier list and invoice history",
        "Region and category context",
        "Basic risk and value signals"
      ]
    },
    {
      "label": "Clean AI data",
      "title": "Create a clean supplier view",
      "items": [
        "Normalize supplier names",
        "Group similar services",
        "Prepare features for scoring"
      ]
    },
    {
      "label": "AI scoring",
      "title": "Score each supplier",
      "items": [
        "Savings potential",
        "Risk and criticality",
        "Best action recommendation"
      ]
    },
    {
      "label": "Delivery",
      "title": "Show the action and let managers decide",
      "items": [
        "Simple action engine view",
        "Approve, override, or ask for more evidence",
        "Feedback loop to improve the next cycle"
      ]
    }
  ],
  "monthlyTrend": [
    { "month": "Apr", "tailSpend": 62000, "activeSuppliers": 4, "reviewableActions": 1 },
    { "month": "May", "tailSpend": 71000, "activeSuppliers": 5, "reviewableActions": 2 },
    { "month": "Jun", "tailSpend": 76000, "activeSuppliers": 5, "reviewableActions": 2 },
    { "month": "Jul", "tailSpend": 81000, "activeSuppliers": 5, "reviewableActions": 3 },
    { "month": "Aug", "tailSpend": 79000, "activeSuppliers": 6, "reviewableActions": 3 },
    { "month": "Sep", "tailSpend": 84000, "activeSuppliers": 6, "reviewableActions": 4 },
    { "month": "Oct", "tailSpend": 88000, "activeSuppliers": 6, "reviewableActions": 5 },
    { "month": "Nov", "tailSpend": 92000, "activeSuppliers": 7, "reviewableActions": 5 },
    { "month": "Dec", "tailSpend": 78000, "activeSuppliers": 6, "reviewableActions": 4 },
    { "month": "Jan", "tailSpend": 96000, "activeSuppliers": 8, "reviewableActions": 6 },
    { "month": "Feb", "tailSpend": 89000, "activeSuppliers": 8, "reviewableActions": 7 },
    { "month": "Mar", "tailSpend": 92000, "activeSuppliers": 8, "reviewableActions": 8 }
  ],
  "categories": [
    {
      "name": "Building Services & Maintenance",
      "spend": 408000,
      "suppliers": 3,
      "tailShare": 41,
      "opportunity": 142000,
      "recommendationBias": "Negotiate / Move"
    },
    {
      "name": "Document, Mail & Translation Services",
      "spend": 195000,
      "suppliers": 2,
      "tailShare": 20,
      "opportunity": 58000,
      "recommendationBias": "Consolidate / Avoid"
    },
    {
      "name": "Business Consulting and Benchmarking",
      "spend": 176000,
      "suppliers": 1,
      "tailShare": 18,
      "opportunity": 52000,
      "recommendationBias": "Consolidate"
    },
    {
      "name": "Market Data & Research Services",
      "spend": 118000,
      "suppliers": 1,
      "tailShare": 12,
      "opportunity": 33000,
      "recommendationBias": "Negotiate"
    },
    {
      "name": "Expert Opinions",
      "spend": 91000,
      "suppliers": 1,
      "tailShare": 9,
      "opportunity": 26000,
      "recommendationBias": "Move"
    }
  ],
  "insights": [
    {
      "title": "Simple actions are the story",
      "description": "The clearest message in this demo is that the engine groups suppliers into five easy-to-understand actions."
    },
    {
      "title": "Building services has the biggest upside",
      "description": "It combines the highest spend in this sample with multiple supplier actions."
    },
    {
      "title": "Keep the manager in control",
      "description": "The engine suggests an action, but the manager still decides what happens next."
    },
    {
      "title": "One flow can support many categories",
      "description": "The same simple experience can be reused across categories without changing the decision pattern."
    }
  ],
  "suppliers": [
    {
      "id": "horizon-workplace-systems",
      "name": "Horizon Workplace Systems",
      "subcategory": "Workspace equipment services",
      "category": "Building Services & Maintenance",
      "regions": ["DE", "FR", "IT"],
      "tailSpend": 281000,
      "poCount": 95,
      "riskScore": 72,
      "criticalityScore": 74,
      "similarityScore": 63,
      "recommendation": "Negotiate",
      "confidence": 0.8,
      "savingsPotential": 94000,
      "status": "Ready for review",
      "owner": "Facilities Category Lead",
      "nextStep": "Open a regional negotiation using the combined DE, FR, and IT volume as the anchor.",
      "whyNow": "Commercial upside remains attractive while the service is important enough to justify a controlled negotiation instead of a supplier move.",
      "signals": [
        "Largest supplier in the dummy queue by spend and PO volume",
        "High criticality means exit is not the first move",
        "Contract footprint is broad enough to support a bundle discussion"
      ],
      "approvalChecks": [
        "Validate regional service dependencies before bundling scope",
        "Confirm incumbent performance remains acceptable",
        "Align negotiation guardrails with local sourcing leads"
      ]
    },
    {
      "id": "beacon-print-records",
      "name": "Beacon Print & Records",
      "subcategory": "Document handling and archive retrieval",
      "category": "Document, Mail & Translation Services",
      "regions": ["DE", "PL"],
      "tailSpend": 142000,
      "poCount": 57,
      "riskScore": 49,
      "criticalityScore": 44,
      "similarityScore": 91,
      "recommendation": "Consolidate",
      "confidence": 0.82,
      "savingsPotential": 41000,
      "status": "Ready for review",
      "owner": "Document Services Manager",
      "nextStep": "Map the service overlap against two preferred print and records vendors and test a phased consolidation path.",
      "whyNow": "Service overlap with strategic vendors is high, making consolidation practical without creating delivery risk.",
      "signals": [
        "High similarity to two preferred document vendors",
        "Mid-level criticality keeps the migration feasible",
        "PO fragmentation is driving admin cost faster than spend value"
      ],
      "approvalChecks": [
        "Check retention and archive obligations in both countries",
        "Confirm document retrieval SLAs can be matched",
        "Review migration timing with records governance"
      ]
    },
    {
      "id": "meridian-site-support",
      "name": "Meridian Site Support",
      "subcategory": "Light maintenance services",
      "category": "Building Services & Maintenance",
      "regions": ["DE", "ES"],
      "tailSpend": 103000,
      "poCount": 84,
      "riskScore": 55,
      "criticalityScore": 56,
      "similarityScore": 89,
      "recommendation": "Move",
      "confidence": 0.83,
      "savingsPotential": 37000,
      "status": "Needs manager sign-off",
      "owner": "Workplace Operations Lead",
      "nextStep": "Shift the recurring light-maintenance demand into the preferred facilities supplier already covering adjacent sites.",
      "whyNow": "A preferred supplier can absorb the same scope with lower administrative effort and stronger rate discipline.",
      "signals": [
        "Very high similarity to an already approved supplier scope",
        "Recurring service pattern makes transition easier",
        "Admin burden is high relative to contract value"
      ],
      "approvalChecks": [
        "Confirm preferred supplier has spare delivery capacity",
        "Validate local site-specific exceptions",
        "Sequence transition to avoid open work-order overlap"
      ]
    },
    {
      "id": "summit-benchmark-advisory",
      "name": "Summit Benchmark Advisory",
      "subcategory": "Benchmarking and assessment support",
      "category": "Business Consulting and Benchmarking",
      "regions": ["US", "UK"],
      "tailSpend": 176000,
      "poCount": 14,
      "riskScore": 58,
      "criticalityScore": 52,
      "similarityScore": 86,
      "recommendation": "Consolidate",
      "confidence": 0.79,
      "savingsPotential": 52000,
      "status": "Ready for review",
      "owner": "Consulting Category Manager",
      "nextStep": "Aggregate the work into adjacent preferred consulting vendors instead of running another small standalone engagement.",
      "whyNow": "The work mirrors activity already delivered by preferred consulting suppliers, making aggregation the strongest play.",
      "signals": [
        "Low PO count but meaningful spend concentration",
        "Comparable benchmarking work exists elsewhere in the portfolio",
        "Medium criticality supports a consolidation path"
      ],
      "approvalChecks": [
        "Validate any specialist methodology dependencies",
        "Check whether current sponsor needs continuity of advisor",
        "Review overlap with DBMC or existing consulting frameworks"
      ]
    },
    {
      "id": "signal-alpha-research",
      "name": "Signal Alpha Research",
      "subcategory": "Macro and sector research feeds",
      "category": "Market Data & Research Services",
      "regions": ["Global"],
      "tailSpend": 118000,
      "poCount": 19,
      "riskScore": 63,
      "criticalityScore": 68,
      "similarityScore": 48,
      "recommendation": "Negotiate",
      "confidence": 0.77,
      "savingsPotential": 33000,
      "status": "Awaiting category steer",
      "owner": "Market Data Lead",
      "nextStep": "Reopen commercials and test whether broader bundle leverage exists with adjacent research demand.",
      "whyNow": "The feed is used widely enough to justify commercial review, but still small enough to preserve sourcing flexibility.",
      "signals": [
        "Usage breadth makes the spend commercially relevant",
        "Low similarity to a direct replacement supplier",
        "Criticality is too high for a clean exit path"
      ],
      "approvalChecks": [
        "Confirm user groups and entitlement counts",
        "Review contract bundling options with adjacent feeds",
        "Validate switching risk before any aggressive negotiation stance"
      ]
    },
    {
      "id": "insight-valuation-partners",
      "name": "Insight Valuation Partners",
      "subcategory": "Specialist expert opinion support",
      "category": "Expert Opinions",
      "regions": ["DE", "US"],
      "tailSpend": 91000,
      "poCount": 12,
      "riskScore": 67,
      "criticalityScore": 48,
      "similarityScore": 83,
      "recommendation": "Move",
      "confidence": 0.74,
      "savingsPotential": 26000,
      "status": "Needs validation",
      "owner": "Expert Opinion Category Lead",
      "nextStep": "Validate whether similar specialist scope can be routed through an already approved expert-opinion channel.",
      "whyNow": "The supplier is not deeply embedded, and similar scope is available through approved expert-opinion channels.",
      "signals": [
        "Moderate criticality but strong substitution fit",
        "Low PO count reduces change complexity",
        "Current relationship is not deeply embedded"
      ],
      "approvalChecks": [
        "Confirm the substitute supplier covers the specialist subdomain",
        "Check sponsor appetite for change in ongoing matters",
        "Validate any conflict or independence restrictions"
      ]
    },
    {
      "id": "atlas-field-maintenance",
      "name": "Atlas Field Maintenance",
      "subcategory": "Reactive site works",
      "category": "Building Services & Maintenance",
      "regions": ["DE"],
      "tailSpend": 24000,
      "poCount": 31,
      "riskScore": 80,
      "criticalityScore": 22,
      "similarityScore": 78,
      "recommendation": "Drop",
      "confidence": 0.83,
      "savingsPotential": 11000,
      "status": "Ready for review",
      "owner": "Regional Facilities Buyer",
      "nextStep": "Stop new demand and close out remaining reactive tasks through existing site-service routes.",
      "whyNow": "Low criticality, limited value, and elevated risk create a clean exit case for the portfolio.",
      "signals": [
        "High risk for a low-value supplier",
        "Reactive service can be absorbed elsewhere",
        "PO count is disproportionate to spend"
      ],
      "approvalChecks": [
        "Confirm no unresolved site incidents remain open",
        "Check whether there are local sole-source constraints",
        "Communicate close-out timing to site management"
      ]
    },
    {
      "id": "northshore-office-solutions",
      "name": "Northshore Office Solutions",
      "subcategory": "Ad hoc office supplies and print support",
      "category": "Document, Mail & Translation Services",
      "regions": ["UK", "IE"],
      "tailSpend": 53000,
      "poCount": 43,
      "riskScore": 84,
      "criticalityScore": 26,
      "similarityScore": 92,
      "recommendation": "Avoid",
      "confidence": 0.84,
      "savingsPotential": 17000,
      "status": "Ready for review",
      "owner": "Office Services Category Analyst",
      "nextStep": "Prevent scope expansion and route incremental demand toward preferred office-services suppliers instead.",
      "whyNow": "High fragmentation and low addressable value make expansion unattractive compared with preferred suppliers.",
      "signals": [
        "Very low strategic upside",
        "High substitution fit with preferred suppliers",
        "Risk appetite does not support expanding the relationship"
      ],
      "approvalChecks": [
        "Confirm no active rollout depends on this vendor",
        "Freeze nonessential new demand",
        "Redirect users to preferred supply channels"
      ]
    }
  ]
}