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Semantic Layer for Enterprise AI
ElastiCORE

The Domain Semantic Layer That Keeps AI Grounded

Your domain model becomes the single source of truth — so AI generates deterministic, production-ready application code instead of hallucinating patterns. Define once; entities, services, and APIs stay consistent.

ElastIDE extends that semantic layer to your guides, policies, and data — so LLM agents and BI Chat answer in your company’s context, without making things up. Even air-gapped.

Hybrid RAG
Vector · Graph · Model
NL → SQL
5-Layer Safety Net
Air-Gapped
No Internet Required
order-domain.dsl.yaml
# order-domain.dsl.yaml
entity Order
table ord_order
fields
id UUID @pk
orderNo String(24) @unique
status OrderStatus
totalAmount Decimal(15,2)
placedAt Instant
relations
customer Customer @manyToOne
lines OrderLine @oneToMany
enum OrderStatus
values DRAFT, PLACED, SHIPPED, CLOSED
ENTITY
34
ENUM
95
TABLE
48
COLUMN
591
MODEL = CODE = DIAGRAM = GRAPH
01 — The Problem

Lessons from No-Code & AI Era

Fast code generation is easy. Maintaining, operating, and evolving it at enterprise scale — that's the real challenge.

Limits of No-Code
  • Fast initial development
  • Growing exceptions over time
  • Vendor lock-in risk
  • Maintenance costs skyrocket at scale
  • Limited customization options
Limits of Vibe Coding
  • AI generates code fast
  • Inconsistent patterns on iterations
  • Production-readiness requires extra effort
  • Unpredictable code quality across sessions
  • No architectural governance
Writing code with AI is easy. Operating and maintaining it is hard.
Governed automation is the answer.
02 — The Solution

Model-Driven Architecture

DSL is the Single Source of Truth — from a declarative model to production-ready Java code.

INPUT
DSL
Declarative YAML model
ENGINE
ElastiCORE
Deterministic generator
OUTPUT
Java Source
Spring Boot, production-ready
JPA EntityDTORepositoryServiceControllerREST API
01
Deterministic Generation
Same DSL always produces the same code — no surprises, no hallucinations.
02
Consistent Code Patterns
Every entity, every API follows the same architecture. Zero drift over time.
03
Minimal Maintenance Cost
Change the model once — all layers regenerate automatically.
03 — Comparison

Vibe Coding vs ElastiCORE

See how model-driven development compares to AI-assisted code generation.

Criteria
Vibe Coding
ElastiCORE
Code Quality
Inconsistent
Deterministic & Consistent
Generation Scope
Partial automation
Full-stack automation
Change Management
Regenerate every time
Modify model only
Measurability
Impossible ("it works")
Quantifiable metrics
Architecture Safety
Risky — no governance
Deterministic guarantee
Compliance
Manual verification
Automated verification
04 — Impact

Quantitative Impact

Real-world results from enterprise ElastiCORE deployments.

50 files → 0
0%
reduction
Boilerplate Code
DTO, Entity, JPA, CRUD — all auto-generated from DSL definitions.
2 days → 30 min
0%
reduction
Schema Change Time
Database migration and code update propagated automatically.
6 months → 1 month
0%
faster
Onboarding Period
New developers productive in weeks, not months.
05 — Workflow

Model-Driven Development Lifecycle

From analysis to deployment — a streamlined, repeatable process.

STEP 01
Analysis
Define requirements and domain models collaboratively
Planners can participate
STEP 02
Modeling
Create application data models in declarative DSL
Single Source of Truth
STEP 03
Generation
ElastiCORE generates the entire core application code
Deterministic output
STEP 04
Development
Developers focus on custom business logic only
Changes auto-propagated
STEP 05
Deploy
Build & deploy with API documentation auto-synced
API auto-sync
06 — Enterprise Platform

ElastIDE

The enterprise knowledge & data platform for LLM agents — your guides, policies, databases, and domain models, unified in one workspace.

WorkspaceKnowledge GraphBI ChatMCP
ide.elasticore.io
01
Hybrid RAG
Fuses vector, knowledge-graph, and domain-model signals in a single search — answering meaning, relationships, and schema at once.
02
Ontology Knowledge Graph
We don’t dump docs into the LLM. A deterministic parser extracts section→entity→field→relation structure first, then loads it into a queryable knowledge graph.
03
MCP Agent Connect
A standard MCP 2025-06-18 server. Claude Code, opencode, and Cursor generate code in your company’s patterns — folder scope auto-isolated per server key.
04
BI Chat (NL → SQL)
Schema-aware over your operational DBs (DB2, Oracle, MySQL, MSSQL). Natural language → safe read-only SQL → KPIs, guarded by a 5-layer safety net.
05
Model = Code = Diagram = Graph
Lossless round-trip sync between DSL, diagrams, and code. The same domain is queryable through four faces — the first line of defense against hallucination.
06
Air-Gapped Ready
Runs with zero external API calls — fully on-premise. The same codebase works in network-isolated defense, finance, public, and healthcare environments.
07 — One Workspace

Three Personas, One Workspace

Register your guides, models, and data sources once — three personas reach the same knowledge through their own entry paths.

Developers
Claude Code · opencode · Cursor (MCP)
“Build OrderController with our standard order-API pattern.”
Code generated in company standards
Business Users
ElastIDE Agent UI · BI Chat
“What’s our standard for accident fault-ratio assessment?”
Answers grounded in policies & manuals
Analysts & API Devs
Agent invoke · BI Chat
“Average claim processing days last month → KPI API.”
Safe SQL & business-logic APIs
Build once, serve everyone.
08 — Security & Data Sovereignty

Built for environments where public LLMs aren’t an option

Finance, public sector, defense, healthcare — run the exact same platform fully on-premise, even with the internet cut off.

Zero outbound connections
Air-Gapped
Zero external API calls. On-premise models serve both chat and embeddings — verified with zero outbound connections.
Data Sovereignty
Your code, documents, and databases never leave your network. Fully self-hosted — all data and inference stay inside your infrastructure.
Regulated Industries
The same codebase runs for finance, public sector, defense, and healthcare where cloud LLMs are prohibited. Cloud ↔ air-gapped is just a profile switch.
Defense-in-Depth
Workspace-level data isolation, read-only SQL guards (5-layer safety net), 3-tier RBAC, and per-key folder scoping for external coding LLMs.
09 — Architecture

Enterprise-Ready Service Architecture

3-tier architecture designed for scalability, maintainability, and production operations.

TIER 01
Presentation
Node.js / SSRWebSocketVite / React
TIER 02
Business
API ControllerDomain ServiceJPA Repository
TIER 03
Data
Database (RDB)External APIMessage Queue
JDK 21Spring Boot 3.xSpring AI 1.1Vector + Graph SearchMCP StandardContainer-NativeKubernetes Ready3-Tier RBACAir-Gapped ReadyObservability
10 — Case Studies

Proven in Enterprise Production

ElastiCORE powers mission-critical systems across industries.

Mobillug
2024.10 — 2025.02
OSR — On-Demand Solution for Rental
Short-term rental car service
AI-powered data analysis & prediction
External system integration (CRM, ERP)
Multi-region deployment architecture
SK Rent-a-Car — Samsung Fire & Marine
2025.10 — 2026.01
SRP — Subrogation Recovery Platform
Rental car management platform
ElastIDE-driven modeling workflow
MSA (Microservice Architecture)
Real-time claim processing pipeline