Kognitos vs n8n
n8n is a visual workflow builder for developers. Kognitos automates complex business processes for business users — with zero hallucination, self-healing, and built-in governance.
Enterprise AI automation
vs. developer workflow builder.
| Dimension | Kognitos | n8n |
|---|---|---|
| Approach | Natural language (English as Code) | Node-based visual + code |
| Target User | Business users (no developers needed) | Developers / IT teams |
| AI Architecture | Neurosymbolic AI: deterministic reasoning + learning | LLM nodes (no native reasoning) |
| Knowledge Capture | ✓ Living SOPs — tribal knowledge captured and refined | ✗ None — logic embedded in node configurations |
| Self-Healing | ✓ Auto-adapts to changes | ✗ Manual fixes; workflows fail on unexpected inputs |
| Governance | ✓ Built-in audit trail, explainability, regression testing | ~ Enterprise tier only; basic RBAC and audit logs |
| Compliance | SOC 2 Type II, HIPAA, GDPR, ISO certified | Self-hosted option; certifications depend on your infra |
| Time to Value | Days (minutes with pre-built workflows) | Days to weeks (depends on dev resources) |
| Best For | Complex back-office automation at scale | Dev-led integrations and data pipelines |
Why enterprises choose Kognitos
over n8n.
Business Users vs. Developer-Led
n8n requires developers who understand APIs, JavaScript/Python, and technical debugging. Kognitos lets the people who own the process — finance teams, operations managers, compliance officers — build and modify automations in plain English. No code, no developer bottleneck, no handoff delays.
AI-Native vs. AI-Bolted
n8n offers LLM nodes as just another step in a pipeline — no native reasoning, no deterministic verification, no hallucination guardrails. Kognitos was built on neurosymbolic AI from day one: LLM reasoning for understanding intent, plus a symbolic executor that guarantees zero hallucination by design.
Self-Healing vs. Manual Retry
When an n8n workflow fails on unexpected input, it stops and waits for a developer to debug the node configuration. Kognitos pauses at the failure point, asks a human for guidance in plain English, encodes the fix permanently, and auto-resolves the same exception next time. 90% of exceptions never require human intervention again.
Enterprise Governance Built In
n8n's governance is limited to its enterprise tier — basic RBAC and audit logs. Kognitos provides full audit trails, explainability, and regression testing out of the box. Every automation step is traceable and auditable. SOC 2 Type II, HIPAA, GDPR, and ISO certified — ready for regulated industries on day one.