Emilie Annweiler

COO | Co-Founder (acting CTO and CDAO)

Applied mathematician (MSc Computer Science and Applied Mathematics, ENSIMAG); 20 years building software and data systems, 15 of them in risk and trading for global financial institutions

COO and co-founder of TetriXX AI, acting CTO and CDAO. An applied mathematician (MSc Computer Science and Applied Mathematics, ENSIMAG), she has spent 20 years building software and data systems, 15 of them in risk and trading for global financial institutions across Europe and Asia.

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13 articles

#34: Transport and Logistics Spend Management with AI

October 5, 2026 · Emilie Annweiler · 5 min read

#34: Transport and Logistics Spend Management with AI

Transport and logistics spend management with AI: why freight spend resists control, what a verified line-level record changes, seeing cost pressure before the invoice, and cost and carbon together.

#32: Automated Freight Audit and AI Invoice Verification (2026)

October 5, 2026 · Emilie Annweiler · 6 min read

#32: Automated Freight Audit and AI Invoice Verification (2026)

Automated freight audit and AI invoice verification explained: rule-based versus AI-native audit, two-way and three-way matching, who decides what is disputed, and how to choose a platform.

#29: How Chokepoint Disruptions Flow Through to Your Freight Invoices

September 14, 2026 · Emilie Annweiler · 6 min read

#29: How Chokepoint Disruptions Flow Through to Your Freight Invoices

When a strait or canal faces restrictions, the cost impact does not arrive all at once. It travels through three waves of contract repricing. Here is how Hormuz, Suez, Malacca, and Panama disruptions reach your P&L.

#28: Freight Rates and Cost Pressure, and Why Your CFO Needs Both

September 14, 2026 · Emilie Annweiler · 7 min read

#28: Freight Rates and Cost Pressure, and Why Your CFO Needs Both

Freight rate indices tell you what the market charged last week. Cost pressure indices tell you what your invoices will look like in 60 days. Here is why the difference matters for P&L forecasting.

#27: Why Your Freight Invoice Lags the Market by 30 to 90 Days

September 14, 2026 · Emilie Annweiler · 6 min read

#27: Why Your Freight Invoice Lags the Market by 30 to 90 Days

Freight costs move in the spot market today. Your invoice arrives weeks later. Here is how the M1, M2, and M3 invoice lag model explains the gap, and why it matters for your budget.

#17: Legacy ERP Systems and AI Innovation in Supply Chain

April 4, 2025 · Emilie Annweiler · 4 min read

#17: Legacy ERP Systems and AI Innovation in Supply Chain

Legacy ERP systems promise integration but often block it. On data silos, the rigidity-versus-agility paradox, and pairing ERP with specialised AI agents.

#15: AI ROI and Data Quality in Supply Chain Management

February 21, 2025 · Emilie Annweiler · 3 min read

#15: AI ROI and Data Quality in Supply Chain Management

AI in supply chain management pays back only on clean data: how AI lifts ROI, why silos and inconsistent formats undermine it, and the governance and pilot approach that balances the two.

#14: AI in Supply Chain Performance and Bias Mitigation

February 13, 2025 · Emilie Annweiler · 4 min read

#14: AI in Supply Chain Performance and Bias Mitigation

AI sharpens forecasting and automates procurement, but it can also encode bias. How to spot biased algorithms and the strategies that mitigate them.

#13: AI Expectations in Supply Chain Management (2025)

January 31, 2025 · Emilie Annweiler · 3 min read

#13: AI Expectations in Supply Chain Management (2025)

AI in supply chain management: predictive analytics that cut waste, automation that lifts warehouse and route efficiency, and what Amazon, Walmart and UPS actually run today.

#9: Last Mile Delivery Challenges and Technology Solutions

March 19, 2024 · Emilie Annweiler · 6 min read

#9: Last Mile Delivery Challenges and Technology Solutions

The Last Mile decides whether supply chain succeeds: cost, emissions, infrastructure and area density - and the analytics and optimisation tools that help.

#7: End-to-End Traceability in Supply Chain, Part 1 (2024)

March 4, 2024 · Emilie Annweiler · 10 min read

#7: End-to-End Traceability in Supply Chain, Part 1 (2024)

End-to-end traceability in supply chain: what it covers - item of interest, start of journey, point of use, point of transformation, end of journey - and the four reasons it fails.

#4: Digital Transformation in Supply Chain Management

January 21, 2024 · Emilie Annweiler · 12 min read

#4: Digital Transformation in Supply Chain Management

Digital transformation in supply chain management: the three reasons enterprises take it on, the seven pillars a programme rests on, why efforts fail, and what makes them succeed, from TetriXX AI.

#3: Supply Chain Data Strategy Elements and Benefits

January 20, 2024 · Emilie Annweiler · 3 min read

#3: Supply Chain Data Strategy Elements and Benefits

Supply chain data strategy rests on six elements: governance, data collection and integration, predictive modelling, security and privacy, scalable cloud infrastructure, and continuous improvement.