Vibe Slop | Vibe Coding: The need for immediate Governance🚨
A CIO pulled me aside after a meeting this year, lowered his voice, and said: "We're shipping faster than we ever have. So why does everything feel like it's held together with tape?" 📢❗🚨
That feeling now has a name. The engineers behind one of the most popular AI coding agents went public this spring with a blunt warning: the same tools sold to replace expensive developers are quietly flooding companies with code that's buggy, hard to maintain, and sometimes genuinely unsafe to run.
They call it "vibe slop."🚩
I've spent 29 years inside enterprise Microsoft environments, and this lines up almost exactly with what I'm seeing inside real client tenants right now. So I wrote the piece I wish existed — not the "AI coding is a fraud" take, not the "ship everything and go home early" take. Both are lazy.
The honest read:
→ The gains are real. Heavy AI users author far more durable work. Teams report ~30% faster delivery. This is not a fraud.
→ The bill is also real. Pull requests ~51% larger, bugs per PR up ~28%, incidents roughly tripling, AI code ~2x as likely to be reverted within 90 days. One MIT researcher called these tools "a credit card for technical debt." Year one feels like a miracle. The bill arrives later.
→ It's a security problem first. One 2025 assessment found ~45% of AI-generated code carried OWASP Top 10 vulnerabilities — and newer models produced cleaner-LOOKING code with the SAME holes. Polish lowers your guard at the exact moment it matters most.
I'll say the part most consultants won't: AI has lied to me. Directly.
Repeatedly. It fabricates citations, invents functions that don't exist, and swears a migration step is safe when it isn't — all with the serene confidence of a tenured professor. The danger isn't the error. It's the authoritative delivery of the error.
The fix is the least glamorous word in tech: GOVERNANCE.
Treat all AI code as untrusted by default. Make releases reversible. Build to learn, buy to scale. And put a deterministic, verifiable layer around the work the model should never be trusted to do alone.
The difference is never the model. It's the architecture you wrap around it.
#AIGovernance #EnterpriseAI #Cybersecurity #VibeCoding #Microsoft #Copilot #CISO #DevOps
Read Errin's full post here 👇
https://t.co/KZIKmtBgeo
#AIGovernance #EnterpriseAI #Cybersecurity #copilot #microsoftconsulting #errinoconnor #CISO #EPCGroup #AIRoadmap #ClaudeCode #Codex #OpenAI #Gemini
EPC Group named a G2 LEADER in BI Consulting for the 6th consecutive quarter. 🏆
Power BI. Microsoft Fabric. Data warehousing. Lakehouse architecture. 29 years of Microsoft depth, verified by our clients. 📊
🚀See the AP story 👇
#PowerBI#MicrosoftFabric#G2Leader #BusinessIntelligence #EPCGroup
🎯 The Engagement Operating Model is published and live.
📍 Discover · Architect · Plan · Build · Validate · Deploy · Run
EPC Group's published seven-phase project management methodology for every Microsoft enterprise engagement. Senior-led delivery with named accountability.
→ 29 yrs
→ 11,000+ Microsoft implementations
→ 70+ Fortune 500 engagements
→ Senior architects only
🌐 https://t.co/lUlrP9d6ig
#MicrosoftConsulting #EngagementOperatingModel #CIO #CFO #SeniorLedDelivery #EPCGroup
📊 POWER BI CONTENT SPRAWL IS THE #1 KILLER OF ENTERPRISE BI 📊
After 1,500+ Power BI deployments and 500+ Microsoft Fabric implementations, we see the same pattern in EVERY mature environment 👇
🚨 Hundreds of dashboards nobody owns
🚨 5+ semantic models for the same KPI
🚨 17 versions of "revenue"
🚨 Monday-morning refresh failures
🚨 Executives who stopped trusting the numbers
🎯 That's not a Power BI problem. That's a CONTENT SPRAWL problem.
And content sprawl doesn't just slow BI down — it's the #1 reason Microsoft Copilot rollouts surface the wrong data to the wrong people. 🤖❌
⚡ EPC Group's Enterprise Power BI Governance & Optimization offering fixes it fast with 4 pillars:
1️⃣ Governance + operating model (CoE, workspaces, dev→prod promotion paths)
2️⃣ Semantic model architecture (certified, shared, Fabric-ready)
3️⃣ Report portfolio rationalization (inventory → consolidate → retire)
4️⃣ Refresh + performance reliability (no more Monday failures)
💰 Scoped $50K–$150K depending on environment size and Microsoft Fabric depth.
🏆 Why EPC Group:
📚 Founder Errin O'Connor wrote the FIRST-EVER enterprise Power BI governance framework in Microsoft Press's "Power BI Dashboards: Step by Step"
🥇 4-time G2 Leader in BI Consulting
💯 Perfect NPS of 100
📈 1,500+ Power BI deployments
🧵 500+ Microsoft Fabric implementations
🏢 29 years. 11,000+ engagements. Fortune 500 + federal.
🔒 Clean up the sprawl BEFORE Copilot exposes it to your entire tenant.
#PowerBI #MicrosoftFabric #MicrosoftCopilot #DataGovernance #AIGovernance #BusinessIntelligence #ReportSprawl #CIO #CDO #Microsoft365 #DataAnalytics #EPCGroup
🚨 5 Copilot Security Risks Microsoft Doesn’t Tell You
Microsoft Copilot is being deployed rapidly across enterprise environments—but most organizations are not prepared for the security implications.
Here’s what we see in almost every Microsoft 365 tenant:
1️⃣ Copilot uses actual permissions
2️⃣ No Copilot-specific access controls
3️⃣ Sensitivity labels not enforced
4️⃣ Teams data becomes searchable
5️⃣ Incomplete readiness guidance
👉 The result:
⚠️ Overshared data
⚠️ Broken access models
⚠️ Increased exposure risk
🚨 We identify these issues in every tenant we review.
This is Video 2 of 3 in EPC Group’s Copilot and Microsoft 365 Security Series.
Contact EPC Group:
📩 [email protected]
🌐 https://t.co/j78y1OcwYh
Or give us a call at 888-381-9725.
#MicrosoftCopilot #CyberSecurity #Microsoft365 #EnterpriseIT #AISecurity #DataSecurity #ErrinOConnor #Copilot #AI #EPCGroup
🚨 Microsoft Copilot is now exposing data across enterprise environments.
Not a bug.👉 This is how it works.
Copilot searches EVERYTHING across your Microsoft 365 tenant:
• CRM data
• HR systems
• SharePoint
• Teams
• OneDrive
• Email
If permissions are misconfigured (and in 80%+ of environments they are)…
👉 sensitive data is already exposed.
We’re seeing this in real enterprise environments:
• Financial models
• Executive compensation
• HR & legal data
𝗖𝗼𝗽𝗶𝗹𝗼𝘁 𝗱𝗶𝗱𝗻’𝘁 𝗰𝗿𝗲𝗮𝘁𝗲 𝘁𝗵𝗲 𝗿𝗶𝘀𝗸.
𝗜𝘁 𝗲𝘅𝗽𝗼𝘀𝗲𝗱 𝗶𝘁.
🚨 This is now a board-level risk.
👉EPC Group's Copilot Audit Services: Video 1 of 3
#MicrosoftCopilot #CyberSecurity #Microsoft365 #EnterpriseIT #DataSecurity #CIO #CISO #DataGovernance #AI #InfoSec #ErrinOConnor #RiskManagement #EPCGroup
🚨 73% of enterprises are using AI tools WITHOUT approval.
That’s not innovation — that’s RISK.🚨
EPC Group just launched our Virtual Chief AI Officer (vCAIO) service.
✔ AI governance
✔ Copilot readiness
✔ Security & compliance
💡 Without a $500K executive hire
👉 https://t.co/cZN8Zy4wC0
#AI #Copilot #CIO #CyberSecurity #EnterpriseAI
Your Power BI team is at capacity. 📊 Your backlog isn't shrinking.🚨
Every week — delayed reports, bad decisions, executives flying blind.
That's not a data problem. That's a revenue problem. 🚨 EPC Group has senior Power Platform architects available right now:
📊 Power BI 🏗️ Microsoft Fabric ⚡ Power Apps 🔄 Power Automate 📊Data Warehouse Experts
Ready to deploy this week. Not junior developers. Not a six-week onboarding process. Senior architects who fix the system — not just the dashboard.
✅ Clean data. Fast insights. Decisions you can trust.
28 years. 5,000+ Microsoft implementations. G2 Leader — 4 consecutive quarters. NPS: 100. Fortune 500 to federal agencies — done at scale.
A team of senior architects. Available now. 🚀
📩 [email protected]📞 (888) 381-9725
🌐 https://t.co/3H3rYTlvGH
#PowerBI #MicrosoftFabric #PowerPlatform #PowerAutomate #PowerApps #DataStrategy #BusinessIntelligence #MicrosoftPartner #G2Leader #EnterpriseAI #DigitalTransformation #CIO #DataLeader #Microsoft #TechLeadership #PowerBIDeveloper #MicrosoftConsulting
🧠 One AI model is not intelligence. 🧠
Every model has blind spots. In enterprise environments — that's not a dashboard problem. That's a decision problem. ⚠️
EPC Group's Multi-Model AI Architecture runs inside Power BI + Microsoft Fabric:
🤖 OpenAI / ChatGPT
🤖 Claude (Anthropic)
🤖 Google Gemini
🤖 Microsoft Copilot
🤖 Perplexity
🤖 Grok
All in parallel. Cross-validating. Delivering one trusted answer. Multiple models. One truth.🚀
What organizations are seeing:
✅ Faster user adoption
✅ Lower licensing costs
✅ Real-time decision intelligence
✅ AI that works because the data finally does
This isn't theory. This is architecture.
🏗️ G2 Leader — 4 consecutive quarters. NPS: 100. 5,200+ Microsoft implementations. 28 years.
Fortune 500, federal agencies, and organizations across every industry worldwide.
The future of BI isn't dashboards. It's AI-driven decision platforms.
Your competitors are already moving. 🚀
📩 [email protected]📞 (888) 381-9725
🌐 https://t.co/3H3rYTkXR9
#AI #PowerBI #MicrosoftFabric #MultiModelAI #EnterpriseAI #DecisionIntelligence #MicrosoftCopilot #Fabric #G2Leader
🚨 Microsoft just made it official. Dataflow Gen1 is now Legacy. 🚨
If your organization runs Power BI dataflows — this is not a small update. It's a shift.
🏗️ Gen1 → Power BI Pro
✅ Gen2 → Microsoft Fabric capacity required
⚠️ New licensing. New architecture. A conversation your finance team hasn't had yet. The real issue isn't licensing. It's migration.
⚠️ You can't just upgrade Gen1 → Gen2. It creates a new dataflow ID. Every dataset, report, dashboard connected to it has to be identified and reconnected. Manually. At enterprise scale — that's not a task.
🏗️That's a project. 🏗️
✅But done right? Gen2 is worth it. ✅
→ Direct integration with Fabric Lakehouses, Warehouses, OneLake → Faster performance → Lower capacity consumption → Pipeline + CI/CD support → Copilot authoring → Built for AI This isn't just a migration. It's a chance to rebuild your data architecture the right way.
🔧 EPC Group — 500+ Fabric implementations. 28 years. On the original Power BI Beta team. G2 Leader 4 consecutive quarters. NPS: 100.
📋 Microsoft's announcement: https://t.co/Obs3szDS07
🏆 Free Gen1 Migration Assessment:
📩 [email protected]
📞 (888) 381-9725
🌐 https://t.co/QpimZ0FK1A
#PowerBI #Fabric #DataflowGen2 #MicrosoftFabric #MicrosoftPartner #DataStrategy #AI #BusinessIntelligence #DataEngineering #EnterpriseAI
🏆 8,500,000 YouTube views — and we built every second of it from scratch.
📺 https://t.co/SXw8xfkwrh
A 28-year Microsoft consulting firm that decided
to give away enterprise-grade implementation knowledge for free. 💡
Here's what 8.5 million views actually represents:
🏛️ NASA trusts us
🏛️ The Federal Reserve trusts us
🏛️ The FBI trusts us
🏛️ The Pentagon trusts us
That same expertise — on YouTube. Free. 📺
📊 What we cover:
✅ Power BI & Microsoft Fabric
✅ SharePoint & Microsoft 365
✅ Azure & Copilot
✅ Multi-Model AI Architecture
✅ AI Governance & Compliance
✅ Enterprise Migrations at Scale
The numbers behind the channel:
📊 1,500+ Power BI Implementations
🏢 5,200+ SharePoint Deployments
🔟 10,000+ Total Implementations
⭐ G2 Leader | Perfect NPS 100
🥇 Top 5 of 16 Providers Globally
📚 4x Microsoft Press Bestselling Author
As our Founder Errin O'Connor puts it:
🗣️ "Most firms talk about Microsoft implementations.
We've been executing them for 28 years."
8.5 million views. And the best content is still ahead. 🚀
📺 https://t.co/SXw8xfkwrh
📩 [email protected]
📞 (888) 381-9725
🌐 https://t.co/j78y1OcwYh
#PowerBI #MicrosoftFabric #Copilot #Azure
#EPCGroup #G2Leader #Microsoft365 #AIArchitecture
#MicrosoftPartner #BusinessIntelligence #DataAnalytics #OpenAI #Perplexity #Claude #Grok
#EnterpriseAI #AzureOpenAI #DigitalTransformation
🏆 EPC Group — G2 Leader. 4 consecutive quarters. ☀️ Summer | 🍂 Fall | ❄️ Winter |🌱 Spring 2026.
✅ NPS: 100
✅ Expertise of Team: 100%
✅ Top 5 of 16 providers globally Verified by real clients. Not marketing. 👇
NPS of 100 means one thing: Every. Single. Client. Would recommend EPC Group.
✅ Not a stat we manufactured. A score earned on every Power BI build, every Microsoft Fabric deployment, every AI architecture we designed.
28 years. 1,500+ Power BI builds. 5,200+ Microsoft deployments. This is not traditional BI. This is decision intelligence at scale. 🚀
📩 [email protected]
📞 (888) 381-9725
🌐 https://t.co/3H3rYTlvGH
#PowerBI #Fabric #G2Leader #MicrosoftCopilot #AI #BusinessIntelligence #EPCGroup
Most organizations bought Microsoft Copilot and are still waiting for the ROI. That's not a Copilot problem — it's an architecture problem.
In this video, EPC Group Founder & Chief AI Architect Errin O'Connor breaks down the firm's proprietary Multi-Model AI Power BI Architecture — a six-layer enterprise decision intelligence platform built on Microsoft Fabric that integrates Microsoft Copilot, Azure OpenAI, Claude, Perplexity, and ChatGPT into a single governed analytics environment.
🔑 KEY RESULTS:
✅ 70% faster user adoption across enterprise client base
✅ $40,000+ in annual licensing savings for mid-size organizations
✅ Perfect G2 NPS of 100 — every surveyed client recommended EPC Group
✅ 480% spike in industry mentions within the first week of launch
🏗️ THE ARCHITECTURE:
EPC Group's framework removes every barrier between enterprise users and their data. No DAX. No data modeling expertise required. Users ask questions in plain English — and the platform routes each query to the right AI model automatically:
→ Microsoft Copilot for quick operational reports
→ Claude for nuanced analytical reasoning
→ Perplexity for real-time market context
→ Azure OpenAI for complex data transformations
Built from the ground up on Microsoft Fabric with full governance, compliance controls, and enterprise security baked in.
📰 Featured on AP News: https://t.co/YFxiRrhVUV
──���──────────────────────────────────────
🕐 CHAPTERS
0:00 — Introduction: The Copilot ROI Problem
0:12 — What Multi-Model AI Architecture Actually Means
0:30 — The Six Layers of EPC Group's Framework
0:45 — Real Results: Adoption, Savings, NPS
0:55 — How to Get Started
─────────────────────────────────────────
📞 CONTACT EPC GROUP:
🌐 Website: https://t.co/j78y1OcwYh
📧 Email: [email protected]
📞 Phone: (888) 381-9725
💼 LinkedIn: https://t.co/iK4nhahS9K
─────────────────────────────────────────
ABOUT EPC GROUP
EPC Group is a 28-year Microsoft consulting firm specializing in Power BI, SharePoint, Azure AI, Microsoft Copilot, and Microsoft Fabric. Triple consecutive G2 Leader — Business Intelligence Consulting. 5,200+ enterprise implementations. Serving Fortune 500, healthcare, finance, federal agencies, and global enterprises.
#PowerBI #MicrosoftCopilot #AzureOpenAI #MicrosoftFabric #AIConsulting #EPCGroup #EnterprisAI #BusinessIntelligence #MicrosoftAI #Copilot #DataAnalytics #DecisionIntelligence #Claude #OpenAI #ChatGPT #Gemini #Perplexity #Fabric
🚨 EPC Group has officially launched our Zero-Downtime Microsoft 365 Tenant-to-Tenant Migration Practice powered by AI.
If your organization is navigating an M&A, divestiture, or large-scale IT consolidation — this was built for you.
✅ Zero downtime. Zero data loss.
✅ Full M365 + Azure ecosystem coverage — SharePoint Online, Exchange Online, Teams, OneDrive, Power BI, Microsoft Fabric, Power Automate, Power Apps, Azure AD, Entra and Microsoft Intune
✅ Proprietary methodology engineered for regulatory compliance at every step
✅ Built by the team that has been executing enterprise Microsoft migrations for 28 years
Organizations going through M&A face an immediate and critical challenge: how do you merge two completely separate Microsoft 365 environments without losing data or disrupting thousands of users?
EPC Group answers that question — every time.
📰 Full story featured on AP News (link in comments)
#Microsoft365 #TenantMigration #MicrosoftPartner #MergersAndAcquisitions #CloudMigration #EPCGroup #SharePoint #Azure #MicrosoftTeams #PowerBI #Fabric #MicrosoftFabric
📌 First Comment — paste this immediately after posting:
📰 Read the full AP News announcement → https://t.co/wLri5YW7IL
🚨 We just changed what enterprise AI looks like for Power BI — and the numbers are already speaking for themselves.
EPC Group is proud to announce the expanded capabilities of our Multi-Model AI Power BI Architecture — and the results our clients are seeing are rewriting the rulebook on enterprise analytics. 📊 Check out the AP News Article here: https://t.co/w57vcV083X
Here's what's happening:
⚡ 70% faster user adoption — because employees can finally talk to their data in plain English. No DAX. No data modeling expertise required.
💰 50–70% reduction in Power BI licensing costs — that's over $40,000 in annual savings for a company with just 500 report viewers
🏆 Perfect G2 Spring 2026 scores — Net Promoter Score of 100. That means every single client we surveyed said they would recommend us.
📈 480% spike in industry mentions in the first week of our announcement — with 100% positive sentiment
🤔 So what did we actually build?
A six-layer AI architecture that does what Microsoft Copilot alone never could.
We layered Azure OpenAI, Claude, Perplexity, Meta Llama, and Mistral on top of Microsoft Fabric and Power BI — connecting your structured data in Power BI with your unstructured data in SharePoint, Teams, and Azure Data Lake.
The result? Executives asking complex business questions in plain English and getting accurate, governed, real-time answers — instantly.
🎯 EPC Group has completed:
✔️ 1,500+ Power BI implementations
✔️ 5,200+ Microsoft platform deployments
✔️ Clients across Fortune 500, federal agencies, healthcare & mid-market
📩 Ready to stop overpaying for licenses and start getting real value from your data?
🌐 https://t.co/w57vcV083X 📧 [email protected] 📞 (888) 381-9725
#PowerBI #MicrosoftFabric #EnterpriseAI #MultiModelAI #MicrosoftCopilot #BusinessIntelligence #DataAnalytics #AIArchitecture #DigitalTransformation #EPCGroup #G2Leader #MicrosoftPartner #AzureOpenAI #AIGovernance #DataStrategy
🚨 625+ Google Workspace to Microsoft 365 migrations completed
EPC Group leads North America in G-Suite → Microsoft 365 cloud migrations:
✅ Gmail → Outlook
✅ Drive → SharePoint
✅ Zero data loss
🚨 Read AP News Under "Tech News" about EPC Group's accomplishment: https://t.co/YPwMpL9igc
Email EPC Group:📧 [email protected]
Call Us at:📞 888-381-9725
#GSuiteMigration #Microsoft365 #GoogleWorkspace #GmailToOutlook #CloudMigration #EmailMigration #M365Migration #GoogleDrive #SharePoint #ExchangeOnline
🚀 𝗠𝗔𝗝𝗢𝗥 𝗠𝗜𝗟𝗘𝗦𝗧𝗢𝗡𝗘: 𝗘𝗣𝗖 𝗚𝗿𝗼𝘂𝗽 𝗷𝘂𝘀𝘁 𝗵𝗶𝘁 𝟱𝟬𝟬 𝗠𝗶𝗰𝗿𝗼𝘀𝗼𝗳𝘁 𝗙𝗮𝗯𝗿𝗶𝗰 𝗶𝗺𝗽𝗹𝗲𝗺𝗲𝗻𝘁𝗮𝘁𝗶𝗼𝗻𝘀 𝗮𝗰𝗿𝗼𝘀𝘀 𝗡𝗼𝗿𝘁𝗵 𝗔𝗺𝗲𝗿𝗶𝗰𝗮!🚀
✅ 500+ Fabric implementations ✅ 1,500+ Power BI deployments ✅ 6,000+ SharePoint projects ✅ 700+ M365 migrations ✅ 700+ AI solutions tested
Real results: 📈 70% faster insights 💰 120%+ ROI in year one 🔄 Real-time analytics on billions of rows | "This is a testament to our team's expertise and our clients' trust" - @errinoconnor | 📰 Check it out on the AP under Tech News: https://t.co/lAxEjtk2ey | 📧 [email protected] 📱 (888) 381-9725 | #MicrosoftFabric #PowerBI #DataAnalytics #EnterpriseAI #DigitalTransformation #PowerBI #EPCGroup