Eighty-Four Group Consulting

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Supply Chain Operations / AI for Supply Chain Management Solutions and Implementation

Eighty Four Group Consulting is an advisory, education, and decision support firm focused on AI for supply chain management solutions and implementation.

The majority of c-suite and execs are honestly still drowning and struggling with successful AI for SCM implementations....
08/11/2026

The majority of c-suite and execs are honestly still drowning and struggling with successful AI for SCM implementations. For understandable reasons. But it’s coming and your competitors are or will be embracing it. So, finding a way is essential.

Some quick reminders on why we are here (will be bumpy for a while) and tips to keep you sane and focused on ultimate prize of ROCE improvement.

Why are we here?

Simply put. Vested interests…

There model providers have to hype their high valuation model products on every news cycle. But you can and really should ignore most of it. Unless you need that frontier model for managing 500 million SKUs across 5,000 DCs.

The SaaS (ERP / APS) vendors have to sell you on "AI this" and "AI that" to lock you into old ecosystems, given their short remaining life-spans (many of them).

The big consulting firms have to still sell services so of course you need the 37-step plan over the next 2 years to “properly implement the 15-point AI solution”

But it doesn’t mean you have to surf the hype wave.

You won’t be able to keep up. Only lose focus and become a deer in headlights. If you haven't already.

The reality is your ROI success and ROCE improvement will ONLY materialize following a 1st principles approach to your AI for SCM implementation.

No short cuts.

That’s why despite the hype, swirl and buzz. the BLOCKER remains, a shortage of REAL AI for SCM implementation skill. Can’t out market this reality. As well as limited exec and c-suite understanding of how and what AI really adds value in the organization.

Unfortunately, the noise and hype will continue, as it has done with other technologies in the past.

Despite the noise though, the other (quiet) reality is that there absolutely are a few and growing examples of companies proceeding on the correct path and seeing ROCE improvement results (keep the DMs coming for real examples).

Most recent is a North American omni-channel brand with a 300 – 350 annual net margin basis point improvement on one initiative. By focusing on the areas we call out below.

Your best bet since we can’t bury our head in the sand?

Keep focused on the 1st principles approach.

Establish that cross-functional Tiger Team to identify 2-3 customer-impacting, COGS or Full Price Sale / Extra Sale impacting initiatives to get going.

Why focus on the 50% or Full Price / Extra Sale area?

Leverage.

You need that high impact leverage to still generate +ve ROI after the bumpy ex*****on rollout reality. It WILL be as the tech is just too new.

More importantly, work on something that your competitors probably aren’t doing yet. Or doing well.

So you remain competitive and grab market share now.

Unfortunately, it will be bumpy for the next 2-3 quarters, but burying our heads in the sand is absolutely a non-starter option. So is “pilot posturing”

Stay sane!

AI for SCM smartly! Let’s go!!!

The Fifth Rule of AI for SCM: Code never outruns culture. Forget laptop magic demo dazzle!Code may wins demos....Those s...
08/07/2026

The Fifth Rule of AI for SCM: Code never outruns culture. Forget laptop magic demo dazzle!

Code may wins demos....Those sparkline charts always hit.

But organisation culture is what wins improving ROCE with your AI for SCM implementations. That's the reality after the demo applause.

The ROCE test isn’t frontier model use and slick visuals.

It is sales protected, expedites avoided, inventory days reduced and capital released. A clever model inside an unchanged organization automates yesterday’s dysfunction.

Culture is not AI’s “soft side.”

It is the production environment hurdle that has to be successfully navigated as part of your AI for SCM implementation.

Ignore or underestimate it at your peril.

AI for SCM smartly! Let’s go!!!

Keep the DMs coming for all things AI for SCM related.

Happy Friday Friends! Have a great weekend!!!

AI for SCM / Logistics Trend Report - Week Ending Sat Aug 1st 2026. All news events in the comments. FOLLOW FOR WEEKLY A...
08/02/2026

AI for SCM / Logistics Trend Report - Week Ending Sat Aug 1st 2026. All news events in the comments. FOLLOW FOR WEEKLY AI for SCM UPDATES

Our AI for SCM take on this week's news?

-----> WHAT THIS MEANS?

- EX*****ON IS BEATING CONVERSATION: More AI -> Physical and transactional workflow deployments this week.

- RAAS DEPLOYMENT ECONOMICS IS CHANGING: Robotics-as-a-service entry barrier costss declining. Implementations moving forward.

-----> SIGNALS TO WATCH?

- CLEAR EMERGING LINK, AI -> INVENTORY MANAGEMENT: See example case studies

- INCREASING WRITE-BACK AGENT AUTHORITY. Deriving more potential autonomous ex*****on in ERP, WMS, TMS systems.

----->BOTTOM LINE?

- PUT UP OR ELSE: Keep challenging vendors to show ROCE benefits in addition to HITL design, auditable decisioning and tested exit paths

FOLLOW FOR WEEKLY UPDATES



08/01/2026

Sales Grew But Profit didn’t. Here’s Where Margin Loss Was Hiding

A Shopify omnichannel brand was scaling revenue, but operational complexity was consuming the profits.

We did not begin with an AI tool.

We aligned the people, redesigned the process and then implemented an AI-supported S&OP/S&OE decision framework.

Result: 370 basis points of improvement in annualized net margin.

People first. Process second. AI where it improves the economics.

MESSAGE “MARGIN” for the case breakdown.

AI’s Fourth Rule: IT shouldn’t own AI initiatives. That approach 100% fails! Fast!Why?Because technology teams do not ow...
07/31/2026

AI’s Fourth Rule: IT shouldn’t own AI initiatives. That approach 100% fails! Fast!

Why?

Because technology teams do not own the operating decisions AI is supposed to improve.

In AI for SCM, ROCE value and initiative success is not created when a model goes live.

That’s just the beginning.

Value is actually created when a better decision changes inventory, service, cost, cash or margin.

IT can connect the ERP, WMS and TMS.
IT can secure the data.
IT can deploy and monitor the model.

But IT does not decide:

Which customer promise deserves protection
Whether transfer cost exceeds the margin saved
Whether supplier variability justifies more buffer stock
When a planner may override the recommendation
Which service, inventory and ROCE trade-off is acceptable

Those are operating decisions.

And the decisions that actually make the AI for SCM initiative valuable versus an expensive chart-filled, pet-project.

The strongest AI for SCM implementation model is not 100% IT-owned, or 100% business-only.

It is a combination:

Business-owned.
Frontline-designed.
IT-enabled.
Finance-measured.
Risk-governed.

The SCM team owns how intelligence changes allocation, replenishment, production priorities, expedites, markdowns and customer commitments

AI for SCM smartly! Let’s go!!!

https://eighty-four-group.com/insights/post/7-practical-ways-ai-improves-supply-chain-decisions

In the land of AI, your Knowledge Graph is King👑....Yes, AI can generate answers at impressive speed, but without a know...
07/30/2026

In the land of AI, your Knowledge Graph is King👑....

Yes, AI can generate answers at impressive speed, but without a knowledge graph connecting customers, orders, SKUs, suppliers, inventory, shipments and business rules, it can still behave like a brilliant new employee who skipped orientation and cannot even find the warehouse.

Knowledge graphs give AI the all important, specific relationship and business context needed to explain what is happening, identify why it is happening and recommend the right workflow action. FOR YOUR SPECIFIC BUSINESS. Not merely hallucinate and produce confident-sounding guesses based on terabytes of general training data.

May your weekend be sunny, your data be connected, your exceptions explainable and your AI knowledge graphed!!!

Happy Friday Friends! Have a great weekend!!!

AI for REAL ROCE gain’s 2nd rule -> Separate Language Smarts From Operational Truths…The real principle is:Use probabili...
07/30/2026

AI for REAL ROCE gain’s 2nd rule -> Separate Language Smarts From Operational Truths…

The real principle is:

Use probabilistic language for interpretation.
Use verifiable computation for operational truth and log those truths
Let agents orchestrate. Never improvise the math.

Vibe code the experience quickly. Engineer the decision architecture deliberately.

AI for SCM smartly. Let’s go!!!

As a FDE, pseudo-FDE or PM in your organization, REMEMBER the 1st rule in the FDE "club"......Rule number 2 below is equ...
07/30/2026

As a FDE, pseudo-FDE or PM in your organization, REMEMBER the 1st rule in the FDE "club"......Rule number 2 below is equally IMPORTANT...

Rule Number 1 - The 1st rule in AI is we DON'T talk about AI...

Rule Number 2 - The objective is ALWAYS ROCE maximization.....

Rule Number 3 - Go back to Rule 1 and Rule 2

07/30/2026

Solve your SnOP and SnOE disconnect challenges TODAY...
Contact us about our recent client case. People + Process + Tools = Success!

With increasing demand and supply side complexities, companies are struggling with inventory management that satisfies customer expectations and ROCE improvement goals.

Contact us at - https://lnkd.in/gFRwGRqs for details on a recent client implementation that addressed these challenges.

Successfully...

People + Process + Tools = Success!

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8005 Financial Drive Unit A4
Brampton, ON
L6Y6A1

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