Hybrid AI Enablement Solutions on Salesforce (LLM-Agnostic)
A configurable Salesforce (Sales + Service + FSC as applicable) AI enablement layer that connects Salesforce to external LLMs (Gemini / Claude / other enterprise LLMs) and complementary AI services (OCR, vector search, classification) to deliver hybrid AI use cases across sales, service, operations, and compliance—while keeping Salesforce as the system-of-work and enforcing enterprise security, auditability, and governance.
Who this is for
This solution is designed for regulated and high-volume enterprises (BFSI, broking/wealth, lending, insurance, enterprise service operations, and shared services) that want to:
Typical Users
What the Solution Enables
A single Salesforce-based AI system-of-work with the following capabilities:
1) AI-Assisted Productivity Inside Salesforce
2) Knowledge-First Answers (RAG-Grounded)
3) Document Intelligence for Operations + Compliance
4) Governance-First Automation (Hybrid)
Why Enterprises Adopt This (key Pain Points Solved)
Organizations often face:
This solution addresses these by standardizing a hybrid AI operating model within Salesforce.
Solution Architecture (High Level)
Salesforce remains the system-of-work; AI execution happens via a Model-Agnostic AI Orchestration Layer.
A) Salesforce Layer
B) AI Orchestration Layer
A lightweight service that provides:
C) Knowledge + Retrieval Layer
D) Optional AI Services
E) Security + Governance
Functional Modules
Module 1 — AI Governance Foundation (Model-Agnostic)
What it Includes
Key Outcomes
Module 2 — Interaction Summarization (Opportunity/Case/Account)
What it does
How it Works
Controls
Module 3 — Inbox / Case Classification + Auto-Routing
What it Does
How it Works
Controls
Module 4 — Response Drafting (Knowledge-Grounded)
What it Does
How it Works
Controls
Module 5 — Business Research / News Summaries (Policy-Driven)
What it Does
Controls
Module 6 — Document Intelligence (OCR + Extraction + Checks)
What it Does
How it Works
Controls
Module 7 — Policy/Template Comparison & Compliance Gap Detection
What it Does
How it Works
Controls
Module 8 — Bot + Agent Assist Extension
What it Does
Controls
Reporting & MIS (Typical Dashboards)
Security, Compliance, and Governance
Aligned to regulated service patterns in the reference doc.
