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Platform Comparison

CourdxVSGlean

Both platforms help teams find answers in enterprise data. The difference is how they do it — and where your data lives.

The Short Version

Choose Courdx if you need:

  • On-premises deployment (data never leaves your network)
  • Knowledge graph intelligence beyond vector search
  • Sentence-level citations with confidence scores
  • Multi-LLM flexibility (OpenAI, Anthropic, Ollama)
  • Deep ERP integration (Acumatica, Oracle, Dynamics 365)
  • Full admin control with 36+ management pages

Choose Glean if you need:

  • Fully managed cloud solution with no infrastructure overhead
  • Maximum connector count (100+)
  • Large existing customer base and proven scale
  • Tight Google Workspace integration

Why Teams Switch from Glean to Courdx

Four architectural advantages that Glean cannot match

01

100% On-Premises

Courdx deploys entirely in your infrastructure. Your data never leaves your network. Glean is cloud-only — your documents are processed on their servers.

02

Knowledge Graph Intelligence

Courdx automatically builds knowledge graphs from your documents, discovering entity relationships that vector search alone misses. Glean relies solely on vector similarity.

03

Sentence-Level Citations

Every Courdx answer cites the exact sentence in the source document with confidence scores. Glean provides document-level references without granular traceability.

04

Self-Correcting RAG Pipeline

Courdx uses 6+ retrieval strategies with automatic correction. If the first retrieval attempt scores low, Corrective RAG triggers alternative strategies. Glean has no self-correction.

Feature-by-Feature Comparison

A comprehensive look at how both platforms stack up across key enterprise requirements

Deployment & Data Control

Feature
Courdx
Glean
On-premises deployment
Full on-prem with local LLMs (Ollama)
Cloud-only SaaS
Data residency control
Your infrastructure, your rules
Limited region selection
Air-gapped environments
Zero external API calls possible
Requires cloud connectivity
Local LLM support
Ollama, vLLM, llamacpp
Uses proprietary cloud models

Retrieval Intelligence

Feature
Courdx
Glean
Knowledge graph extraction
Automatic entity/relationship extraction with community detection
Vector search only
Retrieval strategies
6+ strategies: HyDE, BM25, parent-child, graph, semantic cache
Vector similarity + keyword
Self-correcting RAG
Corrective RAG detects low-confidence results automatically
No self-correction mechanism
Query decomposition
Complex queries split into sub-queries for better recall
Basic query understanding

Trust & Citations

Feature
Courdx
Glean
Sentence-level citations
Every claim traced to exact sentence in source
Document-level references
Confidence scores
Per-citation confidence with color-coded badges
No confidence scoring
Hallucination detection
RAGAS evaluation + faithfulness scoring
Basic relevance filtering
Audit trail
Full query audit with retrieval provenance
Basic activity logs

Connectors & Integration

Feature
Courdx
Glean
Data source connectors
Dozens of connectors across 9 categories
100+ connectors
ERP system integration
Acumatica, Oracle, Dynamics 365 with entity-level config
Limited ERP support
Custom connector SDK
Extensible connector framework
Connector API available
Permission sync
Source-level permission inheritance
Permission-aware search

Security & Compliance

Feature
Courdx
Glean
SOC 2 / ISO 27001 ready
Architecture designed for compliance
SOC 2 Type II certified
GDPR compliance
Data export, PII detection, breach notification
GDPR compliant
Multi-tenant isolation
Row-level security, tenant-scoped everything
Workspace-level separation
Vault integration
HashiCorp Vault for secrets management
Managed secrets only

Administration

Feature
Courdx
Glean
Admin control panel
36+ management pages with full system control
Basic admin dashboard
LLM model selection
OpenAI, Anthropic, Ollama, Azure per-task
Fixed model, no choice
System health monitoring
Real-time health, alerts, cost analytics
Basic usage analytics
Cost analytics
Per-query cost tracking across LLM providers
Flat subscription pricing

Architecture Difference

Where your data lives and how your answers are generated

Courdx Architecture

Your Infrastructure
Deployment

Your servers / your cloud tenant

LLM Layer

Ollama (local) or any cloud LLM

Vector Store

Vespa (self-hosted)

Graph DB

Memgraph (knowledge graphs)

Retrieval

6+ strategies with self-correction

Citations

Sentence-level with confidence

Data Flow

Documents never leave your network

Glean Architecture

Their Cloud
Deployment

Glean cloud infrastructure only

LLM Layer

Proprietary models (no choice)

Vector Store

Managed (not configurable)

Graph DB

None (vector search only)

Retrieval

Vector similarity + keyword

Citations

Document-level references

Data Flow

Documents indexed on Glean servers

Frequently Asked Questions

Can Courdx really run entirely on-premises with no cloud dependencies?+

Yes. Courdx supports full on-premises deployment using local LLMs via Ollama or llamacpp, Vespa for vector search, Memgraph for knowledge graphs, and PostgreSQL for metadata. Zero external API calls required.

How does Courdx find answers that vector search misses?+

Courdx automatically extracts entities and relationships from your documents to build a knowledge graph. When a question involves connections between concepts (e.g., "What processes does the Accounting department use?"), the graph retrieves related entities that vector similarity alone would miss.

What does "sentence-level citations" mean in practice?+

Every claim in a Courdx answer links to the exact sentence in the source document, not just the document or page. Each citation includes a confidence score (e.g., 98%) so you can instantly assess reliability.

Is Courdx harder to set up than Glean since it is self-hosted?+

Courdx provides Docker-based deployment that typically completes in 6-8 weeks for enterprise environments. You get full infrastructure control, which many security-conscious organizations prefer over the convenience of managed SaaS.

Can I switch LLM providers without re-ingesting my data?+

Yes. Courdx decouples ingestion from inference. You can switch between OpenAI, Anthropic, Ollama, or Azure models at any time — even configure different models for different tasks (chat, summarization, extraction).

Ready to See the Difference?

Schedule a 30-minute demo and see how Courdx handles your actual documents — with citations, knowledge graphs, and full data control.