Inclusion Cloud
@inclusioncloud.bsky.social
Tech company, building with cloud, GenAI, integrations, & great teams.
Based in Dallas, working with the world.
https://inclusioncloud.com/
Based in Dallas, working with the world.
https://inclusioncloud.com/
AI can write code.
But can it understand intent, constraints, and scale? Not yet. ⚙️
Senior architects still anchor the whole loop—refining prompts, validating outputs, and preventing costly misinterpretations.
Infographic below 👇
But can it understand intent, constraints, and scale? Not yet. ⚙️
Senior architects still anchor the whole loop—refining prompts, validating outputs, and preventing costly misinterpretations.
Infographic below 👇
November 14, 2025 at 1:14 PM
AI can write code.
But can it understand intent, constraints, and scale? Not yet. ⚙️
Senior architects still anchor the whole loop—refining prompts, validating outputs, and preventing costly misinterpretations.
Infographic below 👇
But can it understand intent, constraints, and scale? Not yet. ⚙️
Senior architects still anchor the whole loop—refining prompts, validating outputs, and preventing costly misinterpretations.
Infographic below 👇
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
🧩 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
November 13, 2025 at 3:55 PM
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
🧩 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
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
November 13, 2025 at 3:55 PM
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
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
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
November 13, 2025 at 3:55 PM
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
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
🐠 Ever heard of the Goldfish Effect in AI?
We’re moving from generic AI to contextual AI.
And Retrieval-Augmented Generation (RAG) is the key to that shift.
🧵 A thread of how models that can process your data and keeping it private.
#AI #RAG #EnterpriseAI
We’re moving from generic AI to contextual AI.
And Retrieval-Augmented Generation (RAG) is the key to that shift.
🧵 A thread of how models that can process your data and keeping it private.
#AI #RAG #EnterpriseAI
November 13, 2025 at 3:55 PM
🐠 Ever heard of the Goldfish Effect in AI?
We’re moving from generic AI to contextual AI.
And Retrieval-Augmented Generation (RAG) is the key to that shift.
🧵 A thread of how models that can process your data and keeping it private.
#AI #RAG #EnterpriseAI
We’re moving from generic AI to contextual AI.
And Retrieval-Augmented Generation (RAG) is the key to that shift.
🧵 A thread of how models that can process your data and keeping it private.
#AI #RAG #EnterpriseAI
What if your AI could think over your data without ever exposing it?
By combining public data, private data, and multimodal AI models, Oracle is redefining how enterprises use AI safely and intelligently.
Check out how the three layers connect in our latest infographic 👇
By combining public data, private data, and multimodal AI models, Oracle is redefining how enterprises use AI safely and intelligently.
Check out how the three layers connect in our latest infographic 👇
November 12, 2025 at 1:35 PM
What if your AI could think over your data without ever exposing it?
By combining public data, private data, and multimodal AI models, Oracle is redefining how enterprises use AI safely and intelligently.
Check out how the three layers connect in our latest infographic 👇
By combining public data, private data, and multimodal AI models, Oracle is redefining how enterprises use AI safely and intelligently.
Check out how the three layers connect in our latest infographic 👇
The worst enemy of SAP migrations? Disorganization.
With so many teams and vendors involved, “I thought they were doing it” happens way too often.
That’s why we use the RACI framework to keep everything (and everyone) aligned.
See how it works 👇
With so many teams and vendors involved, “I thought they were doing it” happens way too often.
That’s why we use the RACI framework to keep everything (and everyone) aligned.
See how it works 👇
November 11, 2025 at 12:51 PM
The worst enemy of SAP migrations? Disorganization.
With so many teams and vendors involved, “I thought they were doing it” happens way too often.
That’s why we use the RACI framework to keep everything (and everyone) aligned.
See how it works 👇
With so many teams and vendors involved, “I thought they were doing it” happens way too often.
That’s why we use the RACI framework to keep everything (and everyone) aligned.
See how it works 👇
Global scale. Local precision.
We’re unveiling new capabilities in our partnership with Oracle - bringing enterprise-grade innovation, executed by certified experts.
Explore what’s new: inclusioncloud.com/technologies...
We’re unveiling new capabilities in our partnership with Oracle - bringing enterprise-grade innovation, executed by certified experts.
Explore what’s new: inclusioncloud.com/technologies...
November 5, 2025 at 1:00 PM
Global scale. Local precision.
We’re unveiling new capabilities in our partnership with Oracle - bringing enterprise-grade innovation, executed by certified experts.
Explore what’s new: inclusioncloud.com/technologies...
We’re unveiling new capabilities in our partnership with Oracle - bringing enterprise-grade innovation, executed by certified experts.
Explore what’s new: inclusioncloud.com/technologies...
🎃 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
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
October 31, 2025 at 6:04 PM
🎃 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
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
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
October 31, 2025 at 6:04 PM
🔓 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
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
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
October 31, 2025 at 6:04 PM
⚙️ 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
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
“You can’t migrate what you can’t see.”
Most enterprises discover undocumented data flows mid-migration — when it’s too late.
#Integration #DataGovernance
October 31, 2025 at 6:04 PM
🔍 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
“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
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
October 31, 2025 at 6:04 PM
😰 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
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
If you’ve ever lost sleep over integration risks, talent shortages, or deadlines closing in…you’re not alone.
Leaders everywhere are haunted by familiar fears.
These are the CIO’s classic nightmares during SAP migrations 🧵
Leaders everywhere are haunted by familiar fears.
These are the CIO’s classic nightmares during SAP migrations 🧵
October 31, 2025 at 6:04 PM
If you’ve ever lost sleep over integration risks, talent shortages, or deadlines closing in…you’re not alone.
Leaders everywhere are haunted by familiar fears.
These are the CIO’s classic nightmares during SAP migrations 🧵
Leaders everywhere are haunted by familiar fears.
These are the CIO’s classic nightmares during SAP migrations 🧵
Is your integration strategy driving ROI or just costs?
Companies using @SAP Integration Suite saw:
🔹 345% ROI
🔹 6-month payback
🔹 $3.7M net value in 3 years
Integration isn’t a cost center anymore.
It’s a profit engine.
See the full impact 👇
#SAP #DigitalTransformation
Companies using @SAP Integration Suite saw:
🔹 345% ROI
🔹 6-month payback
🔹 $3.7M net value in 3 years
Integration isn’t a cost center anymore.
It’s a profit engine.
See the full impact 👇
#SAP #DigitalTransformation
October 30, 2025 at 1:44 PM
Is your integration strategy driving ROI or just costs?
Companies using @SAP Integration Suite saw:
🔹 345% ROI
🔹 6-month payback
🔹 $3.7M net value in 3 years
Integration isn’t a cost center anymore.
It’s a profit engine.
See the full impact 👇
#SAP #DigitalTransformation
Companies using @SAP Integration Suite saw:
🔹 345% ROI
🔹 6-month payback
🔹 $3.7M net value in 3 years
Integration isn’t a cost center anymore.
It’s a profit engine.
See the full impact 👇
#SAP #DigitalTransformation
#ERPMigration isn’t for the faint of heart.
Moving from SAP ECC to S/4HANA means rethinking the very core of your business.
It’s one of the largest, most complex transformations a company can take on.
And we broke down why in our latest infographic 👇
#SAP #S4HANA
Moving from SAP ECC to S/4HANA means rethinking the very core of your business.
It’s one of the largest, most complex transformations a company can take on.
And we broke down why in our latest infographic 👇
#SAP #S4HANA
October 29, 2025 at 12:55 PM
#ERPMigration isn’t for the faint of heart.
Moving from SAP ECC to S/4HANA means rethinking the very core of your business.
It’s one of the largest, most complex transformations a company can take on.
And we broke down why in our latest infographic 👇
#SAP #S4HANA
Moving from SAP ECC to S/4HANA means rethinking the very core of your business.
It’s one of the largest, most complex transformations a company can take on.
And we broke down why in our latest infographic 👇
#SAP #S4HANA
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
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
October 28, 2025 at 2:06 PM
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
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.
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.
October 28, 2025 at 2:06 PM
⚙️ 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.
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.
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.
October 28, 2025 at 2:06 PM
💡 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.
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.
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.
October 28, 2025 at 2:06 PM
🔹 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.
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.
The clock is ticking. ⏰
By 2027, SAP will end mainstream support for PI/PO, ECC, and Business Suite 7.
Extensions run only until 2030 (with an extra cost).
So, the question isn’t if you should migrate.
It’s how. 🧵
#SAP #Migration #DigitalTransformation #S4HANA
By 2027, SAP will end mainstream support for PI/PO, ECC, and Business Suite 7.
Extensions run only until 2030 (with an extra cost).
So, the question isn’t if you should migrate.
It’s how. 🧵
#SAP #Migration #DigitalTransformation #S4HANA
October 28, 2025 at 2:06 PM
The clock is ticking. ⏰
By 2027, SAP will end mainstream support for PI/PO, ECC, and Business Suite 7.
Extensions run only until 2030 (with an extra cost).
So, the question isn’t if you should migrate.
It’s how. 🧵
#SAP #Migration #DigitalTransformation #S4HANA
By 2027, SAP will end mainstream support for PI/PO, ECC, and Business Suite 7.
Extensions run only until 2030 (with an extra cost).
So, the question isn’t if you should migrate.
It’s how. 🧵
#SAP #Migration #DigitalTransformation #S4HANA
Most AI projects fail because of messy data.
Gartner says 85% of AI initiatives stall due to poor data readiness.
In Episode 5 of Getting Started with AI, we show how to fix that:
🔹 Clean & dedupe
🔹 Standardize formats
🔹 Automate validation
Watch here 👇
Gartner says 85% of AI initiatives stall due to poor data readiness.
In Episode 5 of Getting Started with AI, we show how to fix that:
🔹 Clean & dedupe
🔹 Standardize formats
🔹 Automate validation
Watch here 👇
October 23, 2025 at 2:00 PM
Most AI projects fail because of messy data.
Gartner says 85% of AI initiatives stall due to poor data readiness.
In Episode 5 of Getting Started with AI, we show how to fix that:
🔹 Clean & dedupe
🔹 Standardize formats
🔹 Automate validation
Watch here 👇
Gartner says 85% of AI initiatives stall due to poor data readiness.
In Episode 5 of Getting Started with AI, we show how to fix that:
🔹 Clean & dedupe
🔹 Standardize formats
🔹 Automate validation
Watch here 👇
🚀 But migrating SAP doesn’t have to feel like jumping off a cliff. With certified partners, you can modernize and keep the business running smoothly.
Check our SAP services: inclusioncloud.com/technologies...
And join our Reddit community: reddit.com/user/Inclusi...
Check our SAP services: inclusioncloud.com/technologies...
And join our Reddit community: reddit.com/user/Inclusi...
October 22, 2025 at 5:55 PM
🚀 But migrating SAP doesn’t have to feel like jumping off a cliff. With certified partners, you can modernize and keep the business running smoothly.
Check our SAP services: inclusioncloud.com/technologies...
And join our Reddit community: reddit.com/user/Inclusi...
Check our SAP services: inclusioncloud.com/technologies...
And join our Reddit community: reddit.com/user/Inclusi...
⏳ Short-term savings sometimes brings long-term risks:
- Slower data.
- Weaker AI models.
- More security holes.
- Missed efficiency.
Every quarter you wait, you give up potential ROI.
But the cost isn’t just money, it’s opportunity.
- Slower data.
- Weaker AI models.
- More security holes.
- Missed efficiency.
Every quarter you wait, you give up potential ROI.
But the cost isn’t just money, it’s opportunity.
October 22, 2025 at 5:55 PM
⏳ Short-term savings sometimes brings long-term risks:
- Slower data.
- Weaker AI models.
- More security holes.
- Missed efficiency.
Every quarter you wait, you give up potential ROI.
But the cost isn’t just money, it’s opportunity.
- Slower data.
- Weaker AI models.
- More security holes.
- Missed efficiency.
Every quarter you wait, you give up potential ROI.
But the cost isn’t just money, it’s opportunity.
💰 Cause #4: Economic Uncertainty
Tight budgets make companies hesitate to start migrations.
Tight budgets make companies hesitate to start migrations.
October 22, 2025 at 5:55 PM
💰 Cause #4: Economic Uncertainty
Tight budgets make companies hesitate to start migrations.
Tight budgets make companies hesitate to start migrations.