The Enterprise CommunityLearningAITogether
An independent, community-led space for enterprise professionals to learn, share, and grow with AI across multiple platforms.
Get in TouchWEBINAR RECORDINGS
Catch up on our latest webinar recordings with leaders from across the enterprise ecosystem. From AI and Salesforce to security and architecture, these sessions are designed to share knowledge, spark conversations, and help the community grow together.
NOTABLE SPEAKERS
Nishit Rawat
Chief Executive Officer
Bluvium
Farhan Sarwar
Sr. Director of Applications - GTM Technology & Experience
Coupa Software
Ian Gotts
Founder
Elements.cloud
Saurabh Gupta
Founder & CEO
Cloud Compliance
Gaurav Khetarpal
Founder & CEO
Vanshiv
Kristy Crowley
Salesforce Service Cloud Practice Lead
EPAM
Punit Bhatia
Founder
FIT4PRIVACY
Tom Kemp
Advisor & Investor
Kemp AI Ventures
Tina Woodall
Innovative Solutions
HTC Global Services
Jake Harwood
Health Cloud Capability Lead
Slalom
Doug Merrett
Founder & Principal Consultant
Platinum7
Vernon Keenan
Senior Industry Analyst
SalesforceDevops.net
Preetam Joshi
Co Founder
AIMon AI
Anand B Narasimhan
CTO
S-Docs
Kavin Mehta
Managing Director
Accenture
John Godlove
Director, Salesforce Data, AI & Analytics Practice Lead
EPAM
WHAT WE'RE THINKING ABOUT
Short reflections and learnings shaped by conversations across the Enterprise Dreamin community — around AI, Salesforce, security, and enterprise systems.
Why AI in Salesforce feels different this time
A reflection on what's changing beneath the platform layer — beyond features and announcements.
Security isn't slowing AI down — it's shaping it
Notes from recent discussions on trust, responsibility, and enterprise adoption.
Enterprise architecture in an AI-first world
How roles, boundaries, and assumptions are quietly shifting.
A lot of recent conversations aren't really about tools — they're about responsibility, trust, and long-term design.
AI: BUILD VS BUY?
A practical comparison of options, constraints, and architectural trade-offs. Does it make sense to build your AI solution or buy it? Is there a hybrid approach?
BUILD
Build and fine-tune your AI model. Wire it into your enterprise applications.
- ✓Full customization and control are critical
- ✓AI is tightly coupled with proprietary data or systems
- ✓Solution is core to business IP or competitive advantage
- ✓Scale exceeds typical vendor platform limits
Requires data engineering, AI/ML, and software expertise. Non-trivial time, cost, and ongoing maintenance. Security, performance, and governance must be owned internally.
HYBRID
Wrap an AI engine using APIs and integrate it into enterprise apps.
- ✓Balance of speed, flexibility, and control needed
- ✓Vendor platform with custom layers for prompt engineering
- ✓Custom grounding, context, security, and access control
- ✓Enterprise integration requirements
Architectural discipline is required. Ongoing security, drift, and change management concerns.
BUY
Adopt a vendor platform and integrate it into your systems.
- ✓Time-to-value is a priority
- ✓Development and maintenance overhead must be minimized
- ✓Cloud delivery and OpEx models are preferred
- ✓Ecosystem integrations matter
Limited customization. Vendor dependency and potential lock-in. Constraints around proprietary data and workflows.
Key Concepts
In-Context Learning (ICL)
Improves relevance using examples provided at runtime. Fast to apply. Model weights do not change.
Fine-Tuning
Customizes models for specific domains. More complex. Operational overhead increases.
Model & Platform Selection
Choices span OpenAI, Azure, AWS, GCP, and others — each with different trade-offs.
Architecture Patterns
AI engines, API wrappers, CRM platforms, and enterprise systems must work together.
Security Constraint
Security, privacy, and compliance are non-negotiable constraints across all options. Risks include prompt injection, data leakage, hallucinations, and sensitive data in outputs.
FREQUENTLY ASKED QUESTIONS
Have questions? We've got answers. Find everything you need to know about Enterprise Dreamin.
Have more questions? Explore the full FAQ
THIS IS DIFFERENT
WHAT TO EXPECT
Enterprise Dreamin cuts through the noise with real talk from notable speakers, in-depth insights on AI transformation, and practical decision frameworks. Join a community of enterprise professionals learning AI together.
- Real talk from industry experts
- Webinar recordings with notable speakers
- In-depth insights and articles
- Build vs Buy decision frameworks
- Downloadable resources
- Active community across multiple platforms
THANK YOU TO
OUR SPONSORS
