Supply Chain & Procurement
See the disruption 33 days before it hits your numbers.
The port closed on August 12th. Cortex knew what your Q1 would look like on August 13th.
That's not a dashboard. That's a causal model — built from your supplier contracts, OTIF history, customer commitments, and 18 months of operational memory. APEX agents execute the mitigation. You approve the strategy. The $4.2M revenue miss becomes a $400K rerouting decision.
33d
OTIF risk early warning
50%
forecast error reduction
25%
faster disruption response
30%
inventory reduction
🧠 Cortex — Causal Chain Detected
Confidence: 84% · HMAC ✓
1
🚢 Shenzhen Port — Partial Closure
SUP-001 primary shipping lane disrupted. 14-day delay on component batch #4471.
2
📦 OTIF Drops to 81.2%
On-time-in-full falls 10.4pts below SLA. 3 enterprise accounts at risk. Cortex flags.
3
📉 CSAT Falls −6.3 pts
Customer satisfaction decline across 3 accounts. Acme Corp escalates to executive.
4
💸 Q1 Revenue Miss — $4.2M
4 enterprise churns. Acme Corp ($480K), 3 others. CFO brief issued.
TAO action available: Switch 60% volume to ALT-COMP-3 · 3-day lead time · $400K cost · COO approval pending
Approve in Nexus →Why Supply Chains Break
The disruption happened on August 12th.
You found out in Q1.
Disruptions cascade invisibly
A port delay becomes an OTIF breach becomes a CSAT drop becomes a revenue miss — over 139 days. Without a causal model, every step is a surprise.
Procurement runs on spreadsheets and email
60–70% of transactional procurement is repetitive. Agents could handle it. Instead your best buyers are chasing PO confirmations and invoice exceptions all day.
Demand plans are already stale
S&OP runs monthly. Demand changes daily. Leaders make inventory decisions based on last month's model — then live with the excess stock or the stockout.
Supplier risk discovered when it's too late
The supplier audit is quarterly. The supplier fails mid-quarter. Cortex monitors supplier signals continuously — flagging risk weeks before the disruption hits production.
The Meridian Story · TAO Signature Demo
A port closes. 139 days later,
$4.2M disappears from Q1.
This is the causal chain Cortex traces in under 5 seconds. Every step connected. Every lag classified. Every signal HMAC-notarized. The question "Why did Q1 miss?" — answered before the board meeting starts.
Source records
14.5M
→ 2,730 Cortex memories (5,300× compression)
Day 0 · Aug 12
🚢 Shenzhen Port Closure
SUP-001 disrupted
Primary component batch 14-day delay. Cortex detects immediately. Agent prepares mitigation options within 4 hours.
Day 0 · Aug 12
📦 OTIF Crashes
81.2% (−10.4 pts)
Immediate mechanical impact. 3 enterprise SLAs at risk. Cortex raises alert — COO approval for ALT-COMP-3 switch pending.
Day 34 · Sep 15
📉 CSAT Drops −6.3 pts
3 accounts escalate
Behavioral lag: 34 days. Cortex predicted this at Day 0. Acme Corp ($480K ARR) moves to executive escalation track.
Day 90 · Nov 10
🚪 4 Enterprise Churns
$2.1M ARR at risk
Compounding lag. Cortex flagged churn risk at Day 34 — 56 days of intervention window went unused. Cortex memory updated.
Day 139 · Jan 2026
💸 Q1 Revenue Miss
−$4.2M
CFO brief issued. Root cause traced in 4.2 seconds by Pulse. Full causal chain from port disruption to revenue miss. HMAC evidence chain assembled.
With TAO, the story ends at Day 0: Cortex detects the OTIF signal. APEX agents source ALT-COMP-3, calculate the 3-day lead time vs. 14-day disruption cost, and route the COO approval request. A $400K switching decision prevents a $4.2M revenue miss. The board never hears about it.
$3.8M
value preserved
same decision, made 139 days earlier
Supply Chain Use CasesEvery supply chain workflow,
Every supply chain workflow,
orchestrated end-to-end.
Select the domain that matters most to you. From supplier risk detection to demand planning to autonomous procurement — TAO has an agent for it.
Supplier Risk
Demand Planning
Inventory
Procurement
Logistics
ESG & Trade
Supplier Risk & Resilience— Cortex monitors your entire supplier network continuously. Financial health, delivery performance, geopolitical signals, news sentiment, compliance data. When a supplier's risk profile shifts, you know in hours — not in the next quarterly audit. With 33 days of warning before OTIF impact, there's time to act.
Continuous Supplier Risk Monitoring — 33 Days Early
Cortex monitors every supplier across four signal dimensions simultaneously — financial health, delivery performance, geopolitical exposure, and news sentiment. When the pattern shifts, you get a brief with the specific risk, the cascade impact on your production schedule, and the alternative supplier options pre-evaluated. 33 days before OTIF breach.
- Financial signals: credit rating changes, late filings, payment delays to their suppliers
- Delivery signals: OTIF degradation trend, lead time creep, partial deliveries increasing
- Geopolitical signals: port disruptions, trade policy changes, weather events in supplier regions
- Pre-qualified alternatives ranked by cost, lead time, and Cortex quality memory — ready to activate
33 daysearly warning before OTIF impact
Read more →Cortex · Supplier Risk Monitor
SUP-001 · Guangzhou Precision
Risk Score: HIGH84%
OTIF (30d trend)
↓ 94.2% → 81.2%
Geopolitical Signal
Port congestion ↑ 34%
Alternative Ready
ALT-COMP-3 · 3-day lead
COO approval → switch 60%
Supplier Onboarding & Qualification
Agents autonomously validate supplier credentials, verify compliance documentation, run financial health checks, and integrate qualified suppliers into your network. What took 4–6 weeks of back-and-forth now takes days.
- Compliance documentation validation: ISO, certifications, regulatory requirements — automated
- Financial health screening: credit checks, ownership structure, sanctions screening
- Quality history: Cortex searches all prior interactions with this supplier or their network
- Performance baseline set — DTMW monitors from day one of relationship
50%faster supplier onboarding
Read more →Supply Chain Disruption Response
When disruption hits — port closure, factory fire, geopolitical event — APEX agents immediately assess cascade impact across your supply network, model mitigation scenarios, and route the decision to the right person with the analysis pre-done. You decide in minutes not days.
- Cascade impact modeled: which products, which customers, which revenue at risk and when
- Three mitigation scenarios generated: cost, speed, and hybrid — each with risk/cost trade-off
- One-tap approval in Nexus — agents execute the approved mitigation immediately
25%faster disruption response
Read more →Supplier Performance Management
Cortex builds a longitudinal performance profile for every supplier — OTIF, lead time variance, quality defect rates, dispute history. Quarterly business reviews generate automatically from live data, not from supplier-submitted reports.
- OTIF, lead time, and quality tracked continuously — not at quarterly review time
- Performance trend alert: supplier deteriorating before SLA breach
- QBR pack auto-generated from Cortex memory — no manual data pull
Continuousvs quarterly audits
Read more →Multi-Tier Supply Network Visibility
Cortex maps your n-tier supplier network — tracking not just your direct suppliers but their suppliers' suppliers. When a tier-2 concentration risk or sole-source dependency emerges, Pulse surfaces it before it becomes your problem.
- Tier-2 and tier-3 dependency mapping — where are your hidden single points of failure
- Geographic concentration risk: too much sourcing in one region or country
- Sole-source identification and dual-source development roadmap
N-tiernetwork visibility
Read more →Demand Planning & Forecasting— AI reduces forecast errors by 20–50% (McKinsey 2026). But that's not enough alone — the error reduction only creates value when forecasts drive faster decisions. Pulse gives demand planners a live model, not a monthly refresh.
AI Demand Forecasting — Live, Not Monthly
Cortex builds a demand model that incorporates sales pipeline, marketing calendar, weather, macro signals, and 18 months of pattern history. Forecasts refresh daily — not at the monthly S&OP cycle. When a signal changes, the plan changes with it.
- Multi-signal model: historical sales + pipeline + promotions + weather + macro signals
- Daily refresh from live ERP actuals — S&OP always on current data
- Forecast variance alert: actual vs. plan diverging before it compounds
- SKU-level and aggregate forecasting — from detail to board reporting
50%forecast error reduction
Read more →Integrated Business Planning & S&OP
S&OP data assembly automated — actuals pulled from ERP, constrained supply plan from MRP, demand forecast from Cortex model. S&OP pack ready for the meeting, not assembled in the week before it. Pulse answers ad hoc questions live during the session.
- S&OP pack auto-assembled from live data sources — no manual consolidation
- Unconstrained vs. constrained demand view generated automatically
- Scenario modeling: "What if we accelerate the marketing campaign by 3 weeks?"
- Consensus forecast built and distributed to finance, supply, and commercial automatically
2 weekssaved per S&OP cycle
Read more →Demand-Supply Balancing & Exception Management
When demand exceeds constrained supply — or supply builds ahead of demand — agents detect the imbalance, model the options, and surface the allocation decision to the right person. No more spreadsheet allocation battles between Sales and Supply Chain.
- Real-time demand-supply gap monitoring at SKU, customer, and region level
- Allocation recommendation: which customers, which orders, which commitments
- Excess inventory flag: when to push vs. mark down vs. rebalance across DCs
65%fewer lost sales from stockouts
Read more →Inventory Optimisation— Companies using AI-driven inventory optimization report 20–30% reduction in inventory investment while simultaneously improving service levels (McKinsey). The opportunity is not less inventory — it's inventory in the right place at the right time.
Dynamic Safety Stock & Reorder Optimisation
Static safety stock rules are set once and forgotten. Cortex builds a dynamic model — adjusting safety stock levels based on current demand volatility, supplier lead time variability, and service level requirements. Agents update reorder points automatically. Planners review exceptions, not routine calculations.
- Safety stock set dynamically: demand volatility × lead time variability × service level target
- Reorder points adjusted as supplier lead times shift — no manual parameter update
- Multi-echelon optimisation: DC vs. regional warehouse vs. store level
- Seasonal and promotional inventory build planned 8–12 weeks ahead automatically
30%inventory reduction
Read more →Excess & Obsolescence Management
Cortex identifies slow-moving and at-risk SKUs before they become write-offs. Agents generate disposal, markdown, or rebalancing recommendations — with the financial impact calculated and the vendor agreement implications checked against Cortex contract memory.
- E&O risk flagged 90 days before obsolescence date
- Disposal options ranked: return to supplier, remarket, markdown, donate — each with net recovery
- Contract implications checked against supplier agreements in Cortex
90 daysbefore write-off
Read more →Warehouse & DC Network Optimisation
Cortex models the cost-to-serve from every warehouse to every customer cluster. When service levels, freight costs, or demand patterns shift, Pulse surfaces the network rebalancing opportunity — before it shows up as a freight bill surprise.
- Cost-to-serve modeled by customer, by DC, by product category
- Inventory positioning: which SKUs belong in which DC based on demand geography
- Network rebalancing recommendations when freight patterns shift materially
15%freight cost reduction
Read more →Procurement Automation — 60–70% of transactional procurement can be fully agent-managed (SupplyChainBrain 2026). Agents handle PO generation, three-way match, invoice exceptions, and routine supplier communication. Your buyers focus on strategic sourcing, negotiation, and supplier relationships.
Procure-to-Pay Automation
From approved requisition to paid invoice — agents handle the flow. PO generation, supplier acknowledgement, goods receipt matching, invoice processing, exception routing. Your procurement team approves what agents can't — not what agents can.
- Requisition to PO automated within configured spend thresholds and category rules
- Three-way match: PO × GR × Invoice — 99.9% straight-through on clean matches
- Invoice exceptions routed to right approver with full context and contract terms
- Tail spend handled autonomously — spot buys under threshold sourced and approved by agents
70%procurement fully automated
Read more →Contract Monitoring & Spend Leakage Detection
Cortex ingests every supplier contract. Agents compare actual purchase prices against contracted rates on every order. Price creep, missed volume rebates, early-payment discount leakage — all surfaced automatically. Enterprise buyers typically find 4% of spend in recoverable leakage.
- Price vs. contracted rate comparison on every PO line item — not sampled, every one
- Volume rebate tracking: are we on track to hit the threshold, and is the rebate being claimed
- Contract expiry alerts 90 days before — with spend data for negotiation leverage
4%spend leakage recovered
Read more →Spend Analytics & Category Intelligence
Cortex categorises and analyses spend across every supplier, every category, every business unit. Pulse answers procurement questions in natural language: "Where are we over-paying vs. market benchmark?" "Which categories have only one supplier?" in under 5 seconds.
- Spend cube: supplier × category × BU × time — queryable via Pulse in natural language
- Market benchmark integration: how does our price compare to published indices
- Category concentration risk: which categories are single-sourced, under-contracted, or unsupported
Real-timespend intelligence
Read more →Logistics & Freight — Gartner reports AI-enabled route optimisation reduces transportation costs 8–12%. But the bigger opportunity is disruption response — agents that reroute shipments, rebook carriers, and update ETAs in minutes when disruption hits, without a coordination scramble.
Real-Time Shipment Monitoring & Exception Management
Cortex tracks every active shipment across all carriers and modes simultaneously. When an exception occurs — delay, damage, customs hold, carrier issue — agents classify the impact, notify the affected customer, and generate the resolution options before the exception escalates.
- Real-time ETA monitoring across all TMS systems and carrier APIs
- At-risk SLA detection: which shipments will miss the committed delivery window
- Customer notification automated on delay — with new ETA and reason
- Carrier performance tracked in Cortex — claims filed automatically for SLA breaches
18%logistics cost reduction
Read more →Dynamic Route Optimisation & Carrier Selection
Agents evaluate carrier options across cost, speed, reliability, and carbon footprint for every shipment. Route disruptions (port congestion, weather, lane closure) detected from Cortex external signals — rerouting proposed before the delay materialises.
- Carrier selection optimised per shipment: cost × transit time × reliability score × carbon
- Lane disruption detected from Cortex signal memory — rerouting options staged automatically
- Load consolidation: agents identify opportunities to combine shipments and reduce cost
12%freight cost reduction
Read more →Returns & Reverse Logistics Automation
Returns processing orchestrated end-to-end: RMA generation, carrier arrangement, inspection routing, refund or credit processing. Cortex tracks return patterns — quality issues with specific batches, carrier damage rates, customer behaviour — and surfaces insights to reduce return rates.
- RMA auto-generated and carrier pre-booked on return approval
- Batch quality signal: unusual return pattern for specific SKU or supplier batch
- Refund/credit processed automatically within policy parameters
50%returns processing cost reduction
Read more →ESG, Trade & Compliance — EU ESPR digital product passports required from Q2 2026. Trade policy unpredictability at 97% threat level (Everstream 2026). Cortex tracks regulatory changes, maps them against your supplier portfolio, and surfaces compliance gaps before they become penalties.
Carbon Footprint & Scope 3 Tracking
Cortex ingests emissions data across your supply chain — supplier-reported, logistics actuals, manufacturing consumption. Scope 3 emissions tracked per product, per category, per supplier. Board-level sustainability reporting generated automatically. ESPR digital product passports built from live data.
- Scope 3 emissions calculated per shipment, per supplier, per product category
- EU ESPR digital product passport data assembled automatically — environmental impact, materials, repairability
- Carbon-optimised routing: agent balances cost vs. carbon on carrier selection
- Sustainability KPI report auto-generated for board and investor reporting
ESPRcompliant from Q2 2026
Read more →Trade Compliance & Tariff Management
Cortex monitors regulatory changes and maps them against your supplier portfolio continuously. New tariff, sanctions update, country-of-origin rule change — agents immediately assess which purchase orders, contracts, and shipments are affected and what action is required.
- Regulatory change monitoring: tariffs, sanctions, export controls, country-of-origin rules
- Immediate impact assessment: which POs, contracts, and shipments are affected
- Harmonised tariff code validation on all import/export documentation
Livecompliance monitoring
Read more →Supplier Ethical Compliance & Audit
Cortex stores ethical compliance data across your supplier network — audit results, certification status, corrective action histories. When a supplier's compliance posture changes — lapsed certification, failed audit, adverse news — the alert surfaces before it becomes your reputational risk.
- Ethical certification tracking: SMETA, ISO 14001, SA8000 — expiry and audit status
- Adverse media monitoring: news signals about supplier labour practices, environmental breaches
- Corrective action tracking: are agreed remediation steps completed on time
Zerocompliance surprises
Read more →By RoleThe right intelligence,
The right intelligence,
to the right leader.
From CPO strategic decisions to logistics manager daily exceptions — TAO surfaces different intelligence to different people across your supply chain organisation.
// CPO / VP Supply Chain — Your View
Pulse gives you supply chain intelligence in natural language. "What's our biggest supplier risk this quarter?" "Why did OTIF drop?" "What's our Scope 3 exposure?" — answered in under 5 seconds with a full causal chain. Board supply chain report auto-generated. You lead strategy, not status meetings.
Supply Chain Risk Intelligence
Pulse answers "What's our biggest supply risk?" with a ranked list of supplier risks, disruption probabilities, and cascade impact on revenue — in under 5 seconds, grounded in Cortex causal memory.
Org-wide supplier risk heat map with trend direction
Cascade impact: which risks reach revenue and when
Board supply chain pack auto-generated monthly
OTIF & Service Level Intelligence
Pulse traces OTIF variance to root cause causally — which supplier, which lane, which product is driving the movement. Cortex surfaces the pattern 33 days before it breaches SLA.
OTIF by customer, supplier, and product — live not monthly
Root cause: causal trace from OTIF to upstream trigger
Early warning: OTIF degradation trend detected before breach
Working Capital & Cost Intelligence
Cortex models the causal relationship between inventory decisions, freight choices, and working capital position. Pulse surfaces optimisation opportunities — not just reporting. 4% spend leakage recovery and 30% inventory reduction are the starting points.
Inventory carrying cost vs. service level trade-off modelled live
Freight cost vs. contracted rate variance by lane and carrier
Contract leakage: 4% of spend recovered in first 90 days
Sustainability & ESG Reporting
Scope 3 emissions tracked per product and supplier. ESPR digital product passport data assembled automatically. Board ESG report generated from live Cortex supply chain memory — not a quarterly data-gathering exercise.
Scope 3 by supplier, category, and product
ESPR digital product passport auto-assembled
Carbon-optimised routing on carrier selection
// Procurement Manager — Your View
Agents handle 60–70% of transactional procurement. POs generated, invoices matched, exceptions routed, tail spend managed. You focus on strategic sourcing, supplier negotiations, and category strategy — the work that creates competitive advantage, not the work that keeps the lights on.
P2P Automation — Your Queue Is Exceptions Only
Routine POs auto-generated and acknowledged. Three-way match runs automatically. Invoice exceptions arrive in your Nexus queue with full context — PO, GR, contract terms, and recommended action already assembled.
70% of PO volume fully automated within policy
Invoice exceptions: routed with context, not just flagged
Tail spend sourced and approved by agents under threshold
Contract Leakage Detection
Every PO line compared against contracted price. Volume rebate milestones tracked. Early payment discounts monitored. You're alerted when leakage occurs — not when the year-end audit finds it.
Price vs. contract rate on every PO line — not sampled
Rebate milestones tracked and claimed automatically
Average 4% spend recovery in first 90 days
Supplier Risk Monitoring
Cortex monitors your supplier portfolio continuously. When a risk signal appears — financial, geopolitical, compliance — you get an alert with the specific risk, the affected orders, and the alternative options pre-evaluated.
Continuous risk scoring: financial + delivery + geopolitical
Alternative suppliers pre-evaluated and ready to activate
33-day warning before OTIF impact on production
Spend Analytics via Pulse
Ask Pulse "Which categories have single-source risk?" or "Where are we overpaying vs. benchmark?" in natural language. Cortex spend cube queryable in seconds — no BI report request, no waiting.
Spend cube: supplier × category × BU — natural language query
Benchmark comparison: our price vs. published indices
Category concentration risk: single-source exposure mapped
// Demand Planner — Your View
Your forecast refreshes daily. The S&OP pack assembles itself. When actuals diverge from plan, Cortex tells you why — causally — before the divergence compounds. You design the planning strategy; agents run the model and surface the decisions that need you.
Live Demand Forecasting Model
Multi-signal model refreshing daily: historical + pipeline + promotions + weather + macro. 50% forecast error reduction. Forecast variance alert fires when actuals diverge — before the miss compounds.
Daily refresh from live ERP — S&OP always current
SKU, category, and aggregate level simultaneously
50% forecast error reduction vs. statistical baseline
S&OP Pack Automation
S&OP data assembled automatically from ERP actuals, constrained plan, and Cortex demand model. First draft ready 2 days before the meeting — not assembled during it. Pulse answers ad hoc questions live.
Actuals vs. plan variance by BU and product family
Constrained vs. unconstrained demand view automated
Consensus forecast distributed to stakeholders automatically
Inventory Signal — Dynamic Safety Stock
Safety stock parameters update automatically as demand volatility or lead time changes. Cortex flags when current inventory position is misaligned with demand model — stockout risk or excess build — before it materialises.
Safety stock updated dynamically: no manual parameter review
Stockout risk alert 30 days ahead of projected zero
Excess inventory flag: rebalance or markdown recommendation
Demand-Supply Exception Management
When demand exceeds constrained supply, agents detect the gap, model allocation options, and surface the decision to the right person. No more spreadsheet allocation battles between Sales and Supply Chain.
Real-time demand-supply gap at SKU and customer level
Allocation recommendation: which orders, which priorities
65% fewer lost sales from stockout events
// Logistics Manager — Your View
Cortex tracks every active shipment across all carriers simultaneously. Exceptions detected before they escalate. Customer notifications automated. Carrier performance stored and tracked. You manage the 10% that genuinely needs judgement — not the 90% that's routine coordination.
Real-Time Shipment Exception Management
Every active shipment monitored across all TMS systems and carrier APIs. When a delay threatens a committed delivery window, agents notify the customer, generate the resolution options, and route for your decision — before the customer calls.
At-risk SLA detection: shipments that will miss committed window
Customer notification automated on delay with new ETA
Resolution options: expedite, reroute, or substitute — each costed
Dynamic Carrier Selection & Route Optimisation
Agents select the optimal carrier for every shipment: cost × transit time × carrier reliability score × carbon footprint. When a lane is disrupted, rerouting options are staged automatically — you approve the switch, not the research.
Lane disruption detected from Cortex external signals
Carrier reliability score maintained from Cortex performance memory
Load consolidation opportunities surfaced: combine and reduce cost
Carrier Performance & Claims Management
Cortex tracks carrier performance continuously — on-time rates, damage rates, claims history. SLA breach claims filed automatically. QBRs generated from live data. Carrier scorecards available for carrier negotiation and selection.
On-time performance tracked per carrier, per lane, per service level
SLA breach claims filed automatically on confirmed delay
Carrier scorecard for contract negotiation leverage
Returns & Reverse Logistics
Returns orchestrated end-to-end: RMA generated, carrier pre-booked, inspection routing set. Cortex tracks return patterns — quality issues, carrier damage rates — and surfaces insights to reduce root-cause return rate.
RMA auto-generated and carrier arranged on approval
Batch quality signal: unusual return pattern for specific SKU
Refund or credit processed within policy automatically
// Supplier Relationship Manager — Your View
76% of supply chain professionals rank supplier relationship management as the top agentic AI use case. Cortex builds a complete institutional memory of every supplier relationship — performance history, dispute resolution, strategic conversations. You arrive at every QBR with data, not just impressions.
Supplier Intelligence & Relationship Memory
Cortex stores the complete history of every supplier relationship — performance data, pricing history, dispute resolution, strategic meeting notes, risk signals. You arrive at every QBR with the full picture, not just last quarter's metrics.
Complete relationship timeline: performance + commercial + risk
QBR pack auto-generated from live Cortex supplier memory
Dispute history: what was agreed, what was resolved, what's outstanding
Performance Scorecard & Continuous Monitoring
OTIF, lead time, quality defect rate, responsiveness — tracked continuously and scored against contracted targets. Cortex alerts when performance deteriorates before SLA breach, with 33 days to intervene.
Continuous performance vs. SLA — not quarterly review
Performance trend alert: deteriorating before breach
Benchmarking: this supplier vs. category peers in Cortex
Risk Signals & Intervention Briefs
When Cortex detects a supplier risk signal, you receive a confidential brief — specific signals detected, impact on your supply chain, recommended conversation approach. You arrive at the call informed, not reactive.
Financial, geopolitical, and operational signals monitored continuously
Brief: specific signals, supply chain impact, suggested approach
Intervention tracking: is the supplier's trajectory improving
Contract Compliance & Obligation Tracking
Cortex stores every contract and tracks every obligation — supplier and buyer — continuously. Price escalation clauses, volume commitments, quality standards, audit rights. You know what's owed and by whom, at all times.
Every contractual obligation tracked — supplier and buyer side
Auto-renewal alerts 90 days before expiry with commercial summary
Price escalation clause monitoring: when does the rate change
// Operations Director — Your View
Pulse gives you operations intelligence in natural language. OTIF, production schedule attainment, warehouse throughput, freight performance — all queryable. The Meridian causal chain shows you what happened to Q1. Cortex shows you what will happen to Q3 — with 33 days to change it.
Operations Intelligence via Pulse
Ask Pulse "Why is OTIF below target in the Northeast region?" in natural language. Get a full causal chain — supplier, lane, carrier — in under 5 seconds. No dashboard, no BI request, no waiting.
OTIF root cause — traced to supplier, carrier, or internal issue
Production schedule attainment vs. plan — daily refresh
Warehouse throughput and capacity utilisation tracked live
Disruption Response Orchestration
When disruption hits — supplier failure, logistics event, demand spike — agents immediately model the cascade, generate mitigation scenarios, and route the decision to you with analysis done. You decide strategy; agents execute the approved plan.
Cascade impact modeled: revenue, production, customer commitments
Three mitigation scenarios: each costed and risk-assessed
One-tap approval in Nexus — execution begins immediately
Inventory & Capacity Optimisation
Cortex models the cost-to-serve from your DC network. Safety stock dynamically adjusted. Excess inventory flagged 90 days before write-off. Warehouse capacity rebalancing opportunities surfaced as demand patterns shift seasonally.
Dynamic safety stock: updated automatically as volatility changes
Excess inventory: disposal or rebalancing recommendation with ROI
Network optimisation: right inventory in the right DC
Sustainability Metrics & Compliance
Scope 3 emissions tracked per product, per supplier, per shipment. ESPR digital product passport data assembled automatically. Carbon-optimised routing on freight decisions. Operations ESG report generated monthly from Cortex memory.
Scope 3 per product and supplier — live not annual
Carbon-optimised carrier selection integrated into logistics flow
ESPR digital product passport — auto-assembled Q2 2026
Pulse for Supply ChainAny supply chain question.
Any supply chain question.
Causal answer.
Under 5 seconds.
Pulse gives CPOs, operations directors, and procurement leaders the supply chain intelligence that was previously buried in ERP reports and supplier emails. Ask in natural language — voice or text. Cortex answers with 18 months of causal supply chain memory.
🎙️Voice or text — ask during a board meeting, get an instant answer
🔗Causal chains — why OTIF dropped, traced to the specific upstream trigger
🧠Cortex causal memory — 18 months of supply chain patterns and history
🔒HMAC-verified — every answer cryptographically timestamped and traceable
"Why did Q1 revenue miss by $4.2M?"
Pulse answered in 4.2 seconds
Cortex traces the Q1 miss to a single root event: Shenzhen port partial closure on August 12th, affecting SUP-001 — your primary component supplier. The mechanical impact was immediate (OTIF fell to 81.2%), but the compounding chain took 139 days to reach revenue. Three enterprise accounts escalated to churn — Acme Corp ($480K ARR), Vertex Systems ($1.1M), Metro Industrial ($920K), and FastGrow Ltd ($600K). The causal path: port disruption → OTIF breach (Day 0) → CSAT decline (Day 34) → churn decisions (Day 90) → Q1 revenue recognition loss (Day 139). A switch to ALT-COMP-3 was available at Day 0 for $400K. It was not activated.
Port → OTIF −10.4ptsOTIF → CSAT −6.3pts (34d)CSAT → 4 churns (90d)Churns → −$4.2M (139d)
"Which suppliers are at risk of disrupting Q3?"
Pulse answered in 2.9 seconds
Cortex flags three suppliers showing pre-disruption signals for Q3. SUP-004 (Taiwan Precision) shows lead time creep +18% over 45 days — geopolitical tension in their primary shipping lane is a contributing factor. SUP-007 (Dalian Components) has a credit rating downgrade signal and a 22% OTIF deterioration in the past 30 days. SUP-012 (European Plastics GmbH) shows compliance certification expiry in 47 days with no renewal in progress. APEX has pre-qualified alternatives for all three. Intervention window for Q3 protection: 33 days.
Agents in ActionSupply chain operations,
Supply chain operations,
running right now.
What TAO looks like inside your supply chain function — agents monitoring supplier risk, managing demand signals, orchestrating logistics, and running procurement simultaneously.
Agent Activity
LIVE
Supplier Agent
SUP-004 lead time +18% trend · Taiwan Precision · Pre-disruption signal · Alt suppliers evaluated
running…
Procurement Agent
PO-8821 auto-approved · $47,200 · 3-way match ✓ · Within category policy · SAP posted
just now
Demand Agent
Demand forecast refreshed · Northeast region +12% vs plan · Safety stock params updated · Buyers notified
4s ago
Cortex Signal
⚠ SUP-007 OTIF −22% over 30d · Credit downgrade signal · Brief prepared for CPO · Alt-COMP-4 pre-qualified
9s ago
Logistics Agent
Shipment SHP-4471 delayed 48hrs · Customer notified · New ETA confirmed · Carrier SLA claim filed
15s ago
Procurement Agent
Contract leakage detected · Vendor V-0118 · Billed $0.34/unit over contracted rate · $12,400 recovery initiated
22s ago
Inventory Agent
SKU-8821 E&O risk flagged · 90-day runway · Rebalance recommendation: move 400 units to West DC
29s ago
Supplier Agent
SUP-012 certification expiry in 47 days · SMETA audit not scheduled · Escalating to SRM team
37s ago
Pending Approval
3
Supplier Risk
Switch 60% SUP-001 volume to ALT-COMP-3 · $400K cost · 3-day lead time
Cortex: 84% confidence · $3.8M revenue protection · 8-day intervention window
Logistics
Expedite SHP-4471 · Air freight · $8,400 premium · Saves Acme Corp SLA
Customer CSAT risk: Acme Corp is already flagged at 68% churn risk in Cortex
🧠Cortex Causal Signal84%
Port signal→OTIF −10pt→CSAT −6pt→−$4.2M
Active
Supplier Risk Agent
Demand Forecast Agent
Procurement Agent
Logistics Agent
Inventory Agent
Cortex Monitor ⚠
Supply Chain ROI with TAO
Numbers that supply chain leaders take to the CFO.
33d
OTIF disruption early warning lead time
50%
demand forecast error reduction (McKinsey)
30%
inventory reduction with service level maintained
4%
of total spend recovered from contract leakage
70%
of transactional procurement fully automated
Cortex MemoryYour supply chain AI
Your supply chain AI
understands causality.
Cortex stores 18 months of supply chain signal history — every OTIF event, every supplier incident, every demand pattern, every causal relationship between upstream disruptions and downstream revenue impact. It's not a dashboard. It's the causal model of your supply chain.
What Cortex stores for Supply Chain
🚢 18-month supplier performance history
📋 Every contract, term, and obligation
📊 Causal links: disruptions → revenue impact
🌐 N-tier supplier network map
🔄 Demand-supply patterns and seasonal history
🔐 HMAC-notarized chain on all AI outputs
5,300×
signal compression (DTMW patent)
84%
causal prediction confidence avg
100%
outputs HMAC-notarized
CORTEX · SUPPLY CHAIN MEMORY LAYERS
01
Episodic
Every disruption, every supplier incident, every OTIF event — with timestamp
02
Semantic
Supplier profiles, contracts, product BOM, logistics lanes — your SC graph
03
Temporal
18-month demand, OTIF, and supplier trends — point-in-time queryable
Patent 2
04
Causal
Port disruption → OTIF → CSAT → revenue: auto-discovered causal chains
Patent 2
05
Procedural
Disruption response playbooks, supplier switching procedures — stored and versioned
06
Policy
Approval thresholds, sourcing rules, ESG standards — enforced at every query
Cortex supply chain insight — right now
"SUP-004 lead time +18% over 45d matches the pre-disruption pattern that preceded the Aug 2025 OTIF breach (87% similarity). Intervention window: 33 days. ALT-COMP-2 available at +$0.18/unit premium." Confidence: 79%
Return on InvestmentThe supply chain business case.
The supply chain business case.
In numbers your CFO recognises.
Conservative estimates grounded in McKinsey, Gartner, Deloitte, and SupplyChainBrain 2026 research. One avoided disruption at Meridian's scale ($4.2M revenue) typically pays for 3+ years of TAO.
Use Case
Impact
Annual value
Disruption avoidance (1 Meridian-scale event)
33d warning
$3.8M+
Demand forecast improvement (50% error reduction)
Lost sales −65%
$800K+
Inventory reduction (30% on $10M carrying cost)
−30%
$600K+
Contract leakage recovery (4% of $20M spend)
−4%
$800K+
Procurement automation (60% of transactional)
60% volume
$300K+
Logistics cost reduction (12% freight)
−12%
$240K+
Conservative total (mid-market manufacturer)
—
$6.5M–10M+
Based on $200M revenue manufacturer, $20M annual procurement spend. Sources: McKinsey State of AI 2025, Gartner SCM Predictions 2026, Deloitte Agentic Supply Chain, SupplyChainBrain 2026.
What your team does instead
🛡️
CPO builds supply chain resilience
Not chasing OTIF reports. Pulse answers any question in 5 seconds. The CPO designs the supplier strategy — agents monitor and execute it.
💹
Procurement managers do strategic sourcing
Not processing PO confirmations. 70% of transactional volume runs autonomously. Buyers negotiate, build relationships, and design category strategies.
📊
Demand planners run scenarios, not spreadsheets
The forecast model updates daily. S&OP packs assemble themselves. Planners run the "what if" scenarios that actually improve the business.
🚛
Logistics managers manage exceptions, not routine
90% of shipments tracked and communicated automatically. Logistics managers focus on the carrier relationships and structural cost reduction.
Connects to your existing supply chain stack
🏢 SAP S/4HANA
🟦 Oracle SCM
📊 Kinaxis
🔵 Blue Yonder
🟠 Coupa
🚛 SAP TM
📦 Manhattan WMS
⚡ Ariba
🔗 Infor M3
🌐 Llamasoft
API-first. No ERP replacement. TAO reads signals from your existing supply chain systems — SAP, Oracle, TMS, WMS — without replacing any of them.
See the disruption
before
it reaches your numbers.
Book a 30-minute demo. We'll show Cortex tracing the Meridian causal chain — port disruption to revenue miss — in under 5 seconds. On data that looks like yours.