At Inclusion Cloud, we call this the “Goldfish Effect”:
AI that borrows knowledge without keeping it.

Read more in our latest article: medium.com/@inclusion.c...

Under the hood, RAG adds a new memory layer to AI:
🧩 Public & Private Data
🔍 Vector Database (semantic memory)
🧠 RAG (retrieval logic)
🤖 Multimodal AI (reasoning & response)

It’s the modern stack of context-driven AI.

#AIStack #MachineLearning

RAG (Retrieval-Augmented Generation) = the goldfish brain of AI. 🧠🐠

It doesn’t “remember” private data, it just retrieves what’s relevant, uses it, and lets it go.
➡️ Retrieve
➡️ Generate
➡️ Forget

That’s secure intelligence in action.

#RAG #AIArchitecture

Public data made AI smart.
But not business-smart.

📉 Trained only on public datasets, models fail to grasp your unique context: your customers, workflows, tone.

That’s why 85% of AI projects fail to scale.
Because context is missing.

#DataStrategy #GenAI

🎃 Sounds scary? It doesn’t have to be.
At Inclusion Cloud, we help CIOs execute SAP migrations without the sleepless nights.

Let’s turn your migration into a transformation: inclusioncloud.com/contact-us/

#DigitalTransformation #HappyHalloween

🔓 Nightmare #4: The Vulnerability Window
When SAP ECC support ends, so do security patches.

That’s not an IT issue — it’s a business continuity risk.
Because every unpatched system increases breach probability.

#CyberSecurity #SAP2027

⚙️ Nightmare #3: Hidden Dependencies
Even a “minor” interface can carry a major business risk.

Simple workflows can trigger cascading failures because of one forgotten dependency.
So, transparency isn’t a nice-to-have; it’s survival.

#EnterpriseIntegration #SAP

🔍 Nightmare #2: The Unmapped Interfaces
“You can’t migrate what you can’t see.”

Most enterprises discover undocumented data flows mid-migration — when it’s too late.

#Integration #DataGovernance

😰 Nightmare #1: The Talent Gap
You can’t migrate what your team doesn’t understand, legacy or cloud.

🧠 65% of enterprises will fail to achieve full value from tech investments due to under-skilling (IDC).
And every week of delay is a hit to your TCO and ROI.

#TechTalent

Every migration is a business transformation in disguise.
Don’t treat it like a technical upgrade, but like a redesign of how your company runs, connects, and grows.

⏳Start now with the Inclusion Cloud team: inclusioncloud.com/contact-us/

#SAP #DigitalTransformation #S4HANA

⚙️ Hybrid Approach
Keep what works. Rebuild what doesn’t. Retire what’s obsolete.

✅ Balance quick wins with long-term modernization
⚠️ Needs strong governance to avoid duplication or gaps

This is where most enterprises land — pragmatic, iterative, and data-driven.

💡 Greenfield Approach
Rebuild everything in SAP Integration Suite.

✅ Future-ready, clean architecture
✅ Perfect for aligning with AI, automation, and cloud-native design
⚠️ Requires more time, budget, and change management

It’s how you go from migration to modernization.

🔹 Brownfield Approach

Lift-and-shift your existing integrations with minimal changes.
✅ Faster start
✅ Less disruption to ongoing processes
⚠️ But you’ll carry forward old logic + technical debt

Best when you need to move fast, not necessarily when you want to transform.