GMSC · Track 2

The GMSC AI Hub — a live preview

An experiential walkthrough of every artefact in the Track 2 strategy. Domain GPTs for conversational intelligence, Apps for structured analysis, Agents for autonomous workflows — all in one launchpad, all in Pandora's secure environment.

Pandora GMSCPrepared for
Track 2 — AI HubTrack
Preview BuildStatus
8 GPTs · 6 Apps · 8 AgentsArtefacts
Track 2 — GMSC AI Hub

Three capability types. One foundation.

Track 2 is the right approach when a use case requires synthesising information across multiple data domains, natural language interaction, structured analytical tooling, or automating multi-step operational workflows that span planning, transactional and master-data systems.

The Hub exposes three complementary capability types — Domain GPTs, Apps & Analytical Tools, and Agentic AI — sharing a single semantic layer over the GMSC Data Fabric. Each tile below opens a dedicated preview surface, ready to be built out one artefact at a time.

Architecture

GMSC AI Hub — at a glance

User Interface Layer
GMSC AI Hub Portal
Domain GPTsAgentic WorkflowsApps & Analytical ToolsDashboards
AI & Orchestration Layer
Azure OpenAI + Agent Orchestration
RAGMulti-AgentTool CallingMemory & Context
Semantic / Knowledge Layer
GMSC Semantic Layer & Knowledge Bases
Product OntologyPlanning HierarchiesProcess DocsMetric Definitions
Data / Integration Layer
GMSC Data Fabric (Azure / Microsoft Fabric)
o9SAPMDG/PDHOMSWMSExternal Signals
Hub GPTs

Domain-specific AI assistants

Each Hub GPT is trained on its domain's data, processes and terminology — contextual answers, not generic chat.

Hub GPT — IBP / S&OP
Coming soon

IBP & S&OP Advisor

Primary user: Planning Leads, S&OP Team

Pre-meeting synthesis, volume risk analysis, gap-to-target identification, consensus guidance, and post-cycle retrospectives across the integrated business planning cycle.

Cycle pre-readVolume riskGap-to-targetRetrospectives
o9SAP
Open preview
Hub GPT — Demand
Coming soon

Demand Planning GPT

Primary user: Demand Planners

Natural language querying of demand forecasts, bias analysis, market-level performance, NPI tracking, and what-if scenario exploration against baseline.

NL forecast queriesBias analysisNPI trackingWhat-if scenarios
o9Sell-out
Open preview
Hub GPT — Supply
Coming soon

Supply Planning GPT

Primary user: Supply Planners

Supply vs. demand gap analysis, constrained supply views, supplier risk flagging, production schedule queries, and material availability overviews.

Gap analysisConstrained viewsSupplier riskSchedule queries
o9SAPWMS
Open preview
Hub GPT — E2E
Coming soon

E2E Planning Intelligence

Primary user: Supply Chain Leads

End-to-end supply chain visibility — from production to DC to store — enabling cross-functional analysis of service levels, inventory positioning, and flow efficiency.

Service levelsInventory positioningFlow efficiencyCross-functional
o9SAPWMSOMS
Open preview
Hub GPT — Replenishment
Coming soon

Store Replenishment GPT

Primary user: Replenishment Planners, Retail

Store-level inventory queries, replenishment recommendation review, fill-rate analysis, and store cluster performance — supporting both field and central planning teams.

Store-level queriesRecommendation reviewFill-rate analysisCluster perf
o9OMSSell-out
Open preview
Hub GPT — Promo & Pricing
Coming soon

Promo & Pricing Intelligence GPT

Primary user: Commercial, Merchandising

Promotion performance analysis, pricing scenario modelling, lift vs. cannibalisation assessment, and cross-regional promo comparison — connected to planning and sell-out actuals.

Promo performancePricing scenariosLift vs cannibalisationRegional compare
o9SAPSell-out
Open preview
Hub GPT — Merchandising
Coming soon

Merchandising GPT

Primary user: Merchandisers

Range architecture queries, sell-through analysis, markdown risk identification, collection performance vs. plan, and assortment gap analysis by channel and market.

Range architectureSell-throughMarkdown riskAssortment gaps
MDG/PDHSell-outo9
Open preview
Hub GPT — Aurora
Coming soon

Aurora Transition GPT

Primary user: Cross-functional Transition Team

Dedicated intelligence for the Silver-to-Platinum transition — E2E inventory view, remelt projections, transition scenario planning.

E2E inventoryRemelt projectionsTransition scenariosRisk digest
o9SAPMDG
Open preview
Apps & Analytical Tools

Structured AI-powered applications

Where a guided interface delivers more precision and consistency than open-ended conversation.

Flagship App — Demand Planning
Coming soon

Seasonality Index Analyzer

Primary user: Demand Planners

Identify, validate and apply the right seasonality index for any demand variant — multi-year decomposition, transparent recommendations with confidence, override with audit trail, and direct o9 writeback.

Multi-year decompositionDV-level recommendationProfile comparisonOverride & blendo9 writebackAccuracy impact simAnomaly flagging
Open preview
App — Demand Planning
Coming soon

NPI Curve Builder

Primary user: Demand Planners, Merchandising

Build new product ramp curves from comparable product lookups. Closest historical analogues by attributes, channel and market — confidence bands and o9 writeback.

Comparable matchingRamp curvesConfidence bandso9 writeback
Open preview
App — Supply Planning
Coming soon

Supply Risk Heatmap

Primary user: Supply Planners, S&OP Team

Interactive heatmap of supply risk across the portfolio — combining supplier lead time variability, coverage, pending POs and demand volatility into a single prioritised view.

Risk scoringDrill-downMitigation recsWeekly refresh
Open preview
App — Aurora Programme
Coming soon

Aurora Scenario Modeller

Primary user: Transition Planning Team, Finance

Define lever combinations — markdown depth, remelt timing, Platinum ramp speed — and see financial and operational outcomes side by side, with market-level granularity.

Multi-lever builderFinancial modellingSide-by-side compareMarket granularity
Open preview
App — Merchandising
Coming soon

Markdown & Clearance Optimiser

Primary user: Merchandisers, Commercial Teams

Model revenue and margin outcomes of markdown depth and timing for slow-moving SKUs — price elasticity, remaining range life, channel mix, and ranked recommendations.

Elasticity modellingClearance timelineMargin simChannel logic
Open preview
App — IBP / S&OP
Coming soon

IBP Pack Builder

Primary user: S&OP Leads, Planning Directors

Automated assembly of IBP meeting packs — live o9 and SAP data into the GMSC template with volume summaries, risk log, action tracker and scenario slides.

Live dataTemplatesAction trackerOne-click distribute
Open preview
Flagship use case

Aurora Transition — Silver to Platinum, end to end

The cross-cutting proof point for Track 2. A dedicated GPT, a scenario modeller and a monitoring agent — sharing one data foundation, one view of the transition.

Agentic AI

Autonomous agents for operational excellence

Observe, reason, act, report — eliminating the operational burden of routine, rule-based decisions.

Agentic AI
Coming soon

Purchase Order Exception Agent

Primary user: Supply Planners
Trigger · DailyDomain · Supply

Monitors open POs against confirmed lead times and receipt dates. Identifies exceptions, categorises by severity, attempts resolution within tolerance and escalates with full context.

PO monitoringSeverity triageAuto-resolutionContext-rich escalation
Open preview
Agentic AI
Coming soon

Store Stock-Out Prevention Agent

Primary user: Store / Area Planners
Trigger · ContinuousDomain · Replenishment

Continuously monitors store inventory and sales velocity. Detects stock-out risk, assesses DC stock, triggers expedited replenishment and notifies the relevant planner.

Continuous monitorRisk detectionExpedite triggerPlanner notify
Open preview
Agentic AI
Coming soon

Forecast Bias Correction Agent

Primary user: Demand Planners
Trigger · WeeklyDomain · Demand

Reviews prior-week forecast accuracy by market, channel and cluster. Identifies bias, proposes parameter adjustments within governance and documents every change.

Accuracy reviewBias detectionParam tuningChange log
Open preview
Agentic AI
Coming soon

IBP Pre-Read Compilation Agent

Primary user: S&OP Team
Trigger · IBP CycleDomain · S&OP

Assembles the IBP pre-read pack each cycle — volume vs target, demand risk log, supply constraints and action updates — formatted and distributed 48h ahead.

Multi-source pullTemplate formatAuto-distribute48h SLA
Open preview
Agentic AI
Coming soon

Supply Disruption Response Agent

Primary user: Supply Chain Managers
Trigger · Event-basedDomain · Supply

On detected supply disruption, assesses downstream impact on DC and store replenishment, models reallocation options and escalates a proposed action plan.

Disruption detectImpact analysisReallocation modelAction plan
Open preview
Agentic AI
Coming soon

Markdown & Clearance Trigger Agent

Primary user: Merchandisers
Trigger · MonthlyDomain · Merch

Reviews slow-moving and end-of-life inventory against sell-through targets and range exit dates. Models markdown depths and surfaces recommendations.

Sell-through checkThreshold detectDepth modellingRecommendations
Open preview
Agentic AI
Coming soon

Master Data Quality Agent

Primary user: Master Data Team
Trigger · ContinuousDomain · Master Data

Monitors product master data across MDG/PDH and connected planning systems. Flags discrepancies in attributes, parameters or mappings and tracks resolution.

Cross-system checkDiscrepancy flagCorrection workflowResolution tracking
Open preview
Agentic AI
Coming soon

Aurora Transition Monitoring Agent

Primary user: Transition Planning Team
Trigger · WeeklyDomain · Aurora

Weekly monitoring of silver vs platinum inventory ratios by market against transition milestones. Flags at-risk markets and feeds the Aurora GPT and Modeller.

Ratio monitoringMilestone trackingRisk surfacingHub feed
Open preview
Delivery roadmap

Phased implementation

1
H2 2026
Foundation

Data Fabric. Semantic layer v1. Hub infra. Aurora GPT MVP. Seasonality Analyzer. 2 pilot agents.

2
H1 2027
Expansion

o9 embedded AI. Demand & Supply GPTs. NPI Curve Builder. Supply Risk Heatmap. 4 more agents.

3
H2 2027
Scale

Full GPT portfolio. Aurora Modeller. IBP Pack Builder. Promo & Markdown apps. Learning loops.

4
2028+
Optimise

Autonomous planning cycles. Cross-function AI. External signals. AI-native IBP.