Akka vs. n8n

A comparison for teams building agentic AI
June 2026
n8n automates your workflows; Akka runs your production agentic systems — and guarantees them. n8n is excellent visual workflow automation with AI Agent nodes — the fast path for integrations and internal automations. It is not built for production agentic scale, durable execution, or AI governance: the heavy-load, reliability, and compliance burden stays with you.
99.5%
n8n Enterprise SLA
99.9999%
Akka SLA
4ms
Akka State Reads
5B
Tokens / Sec Benchmark
Dimensionn8nAkka
What it isA visual workflow-automation platform with AI Agent nodesA full-stack agentic systems platform
ScopeWorkflow automation and integrations; agentic scale, durable execution, and governance are the customer's burdenOrchestration, agents, memory, streaming, APIs, observability, and governance on one runtime
Availability SLA99.5% uptime (Enterprise Cloud), excluding planned maintenance99.9999% — entire platform, backed by indemnities
HA / DRQueue mode + multi-main, Redis required; no published RTO/RPO or active-active multi-region guaranteeSub-1-minute RTO; zero-byte RPO; active-active across regions
Durable executionExecution state persisted to PostgreSQL; in-flight runs on a crashed worker can be marked "crashed" — no deterministic replay substrateEvent-sourced; the runtime handles recovery and replay
AI agentsAI Agent node built on the LangChain JS frameworkNative agents with tools, handoffs, guardrails, interaction logging
MemoryBolt-on sub-nodes; external store you provisionDurable in-memory, 4ms reads / sub-10ms writes
Governance / EU AI ActAudit logs and log streaming (Enterprise); no inline policy enforcement, classification, or sealed audit artifactAspect-woven runtime enforcement + full pre-production governance
Cost modelPer-execution metering (€24–€800/mo by plan; Enterprise custom) + infra you operate when self-hostedShared compute; up to 90% lower infrastructure for the same workload
CertificationsSOC 2 Type II, GDPR (trust.n8n.io)19 standards (SOC 2 II + public SOC 3, ISO 27001/42001, HIPAA, PCI DSS, GDPR, NIS2, DORA, EU AI Act, NIST AI RMF)
LicenseSustainable Use License (fair-code, source-available, not open source); internal-business-purpose only; reselling n8n as a service prohibited; n8n Embed needs a commercial licenseBSL; deploy anywhere including sovereign cloud; portable specs

n8n Is an Automation Tool; Akka Is an Agentic Platform

n8n is a visual workflow-automation platform that connects 400+ apps and APIs, with AI Agent nodes added on top. It is excellent for integrations and internal automations, and self-hosting gives teams full control of their data. A production agentic system needs more than node-based automation — durable execution, horizontal agentic scale, durable memory, streaming, and runtime governance — and n8n leaves those to you.

Capabilityn8nAkka
Visual workflow automation + integrationsYes (400+ integrations)Programmatic; integrations via code
Native AI agents (tools, handoffs, streaming)AI Agent node on LangChain JSBuilt in
Durable execution / replayPostgreSQL-persisted; no deterministic replayEvent-sourced, runtime-managed recovery
Durable memoryBolt-on sub-nodes; external storeBuilt in, 4ms / sub-10ms
Real-time streamingNone nativeBuilt in, backpressured, petabyte-scale
Inline governance / policy enforcementNoneInline, runtime-embedded
Pre-production governanceNoneClassification, sign-offs, sealed posture

n8n's AI Agent node is a wrapper over the LangChain JavaScript framework. It is ideal for triggering an LLM step inside an automation; it is not an agent runtime engineered for unattended, process-attached execution at scale.

Reliability, Scale, and Durable Execution

n8n Enterprise Cloud publishes a 99.5% uptime commitment (excluding planned maintenance during 10am–5pm German time) — roughly 1.8 days of allowed downtime per year. Akka's contractual SLA is 99.9999% — about 31 seconds per year — across the entire platform, backed by indemnities.

Metricn8nAkka
Availability SLA99.5% (Enterprise Cloud)99.9999%
Allowed downtime / year~1.8 days~31 seconds
RTONot publishedSub-1 minute
RPONot publishedZero byte
HA modelQueue mode + multi-main; Redis + PostgreSQL requiredActive-active across regions
Durable executionPostgreSQL-persisted; crashed-worker runs can be marked "crashed"Event-sourced, replayable from the journal

To scale horizontally, n8n runs in queue mode: a Redis message broker (Bull queue) distributes executions to worker processes, PostgreSQL is mandatory, and multiple "main" instances provide availability. This is capable for automation throughput, but n8n provides no deterministic durable-execution substrate — when a worker dies mid-execution, in-flight runs can be marked "crashed" rather than transparently replayed, and recovery is the operator's responsibility. Akka's actor-based runtime runs 4KB actors at 200M actors/core across clusters up to 1M nodes; state is durable in-memory and replayable from the event journal; the runtime owns recovery, so application code does not have to.

Up to 90% Cheaper to Operate

AI systems built with Akka are up to 90% cheaper to operate than Python-based systems — a function of the infrastructure required for the same agentic transaction volume, not list price. The drivers are actor concurrency (~10T tokens/core/year vs ~2T; ~80% less compute than Python frameworks; Manulife: up to 300% more concurrency, 30–50% faster processing after porting from Python), shared compute, and micro-checkpointing.

n8n Cloud bills per execution (€24/mo Starter / 2,500 executions, up to €800/mo Business / 40,000 executions; Enterprise custom), and that meter covers automation only. Memory, streaming, agent infrastructure, and the database sit outside it — provisioned and operated by you when self-hosted. Akka runs all of it on one shared-compute runtime for a fixed annual fee finance can forecast.

Governance and the EU AI Act

n8n Enterprise provides audit logs and log streaming — useful operational telemetry. It provides no AI governance for production agents: no inline policy enforcement, no decision explainability, no human pause/override of a running agent, no immutable interaction ledger, no pre-deployment classification, and no sealed audit artifact. The compliance burden stays with the customer.

ViolationMaximum Fine
Prohibited AI practices (Art. 5)EUR 35M or 7% global turnover
High-risk obligations (Art. 9-15)EUR 15M or 3% global turnover

High-risk AI carries a 10-year logging-retention obligation (Art. 72).

How Akka Governs Inline

The EU AI Act is enforceable now (prohibited practices since Feb 2025, high-risk since Aug 2025). Akka governs at the runtime: inline guardrails, policies, LLMs-as-a-judge, and sanitizers; hash-chained immutable evidence; HITL/HOTL control; pre-deployment classification against 189 regulations and 962 controls (574 of which carry a financial penalty); multi-persona sign-offs; a sealed Governance Posture Package; and Akka Verify proving conformance from the running system. Governance n8n leaves to you, Akka enforces inline.

Two Lifecycles, One Certified System

Building on n8n means a workflow author wiring nodes on a canvas; there is no co-equal, independent governance lifecycle and no path for a risk officer to author and version enforceable safeguards. Akka runs two independent lifecycles on one platform via Akka Specify:

Build lifecycle
Functional contract
"Rank incoming ER patients by acuity and route the top three to a clinician."
Product · developers · ML engineers · domain experts
v1.4 · versioned · tested
Govern lifecycle
Safeguard contract
"Block prohibited practices under EU AI Act Article 5; notify regulators within 24h of any incident."
Risk · security · compliance
v2.1 · versioned & tested independent of the build
Akka Specify
AI-assisted authoring
generates · tests · runs
One certified AI service
Built, governed, and running
  • Agents, tools, orchestration, memory, APIs, streaming, UI
  • Guardrails, sanitizers, HITL/HOTL, evaluations, halts
  • Interaction, evidence, and causal logging
Akka Verify ↻ validates the running system against both specs and fine-tunes the AI from production data.

The build lifecycle and the governance lifecycle are versioned and tested independently, by different audiences — an audience and a workflow n8n has no equivalent for.

Real-Time Streaming at Petabyte Scale

n8n has no native streaming engine; real-time pipelines and agent feedback loops are provisioned separately. Akka's streaming is built into the runtime — continuous, backpressured, petabyte-scale, in-memory, with no external broker — powering both agent feedback loops and high-throughput data processing (the engine behind Tubi's real-time hyper-personalization at 5 billion tokens per second).

For the Buyer: Risk, Compliance, Accountability, and Licensing

Buyer concernn8nAkka
Certifications & auditsSOC 2 Type II, GDPR (trust.n8n.io)19 standards — SOC 2 II + public SOC 3, ISO 27001/42001, HIPAA, PCI DSS, GDPR, NIS2, DORA, EU AI Act, NIST AI RMF — plus annual pen tests, SBOMs, 40+ policies (trust.akka.io)
Scope of accountabilityThe automation layer; you operate scale, durability, and governanceOne platform, one SLA, 24/7 SRE — Akka owns the running system
Risk transferStandard cloud termsAvailability and data-integrity guarantees backed by contractual indemnities
Track record & funding modelVenture-funded: $180M Series C at a $2.5B valuation (Oct 2025); founded 2019; scaling on investor capitalProfitable and self-funding; 18 years and 100,000+ deployments (52 banks); Dell Technologies Capital is largest shareholder, a customer, and an AI partner
Budget predictabilityPer-execution metering that scales with loadFixed annual fee finance can forecast
LicenseSustainable Use License — fair-code, source-available, not open source; internal-business-purpose only; reselling/hosting n8n as a service prohibited; embedding requires the n8n Embed commercial licenseBSL; deploy on Akka cloud, hyperscaler VPC, your Kubernetes, on-prem, or sovereign cloud; portable specs

n8n is well-funded and growing fast — the decision is scope and accountability. n8n gives you a best-in-class automation canvas to integrate apps and trigger AI steps; Akka gives you the agentic platform, and owns the SLA, the durability, and the governance. The Sustainable Use License is also a procurement gate worth reading early: source-available but commercially restricted, with no right to offer n8n as a hosted service and a separate commercial license required to embed it.

Customers Running Agentic and Real-Time Systems on Akka

Manulife
2,000
developers across 100 projects on one governed platform
Tubi
5B tok/s
real-time hyper-personalization engine
Swiggy
71ms
order-assignment AI, ~50% latency reduction
John Deere
1,000+
tractor sensors turned into real-time insight
Verizon
750%
order-processing capacity gain; 6s → 2.4s response

Common Questions

We already run n8n for our automations. Why add Akka?
Keep n8n for what it is excellent at — integrations and internal automations. When you move into production agentic AI you also need durable execution, horizontal agentic scale, durable memory, streaming, and runtime governance, which n8n does not provide. Akka runs the agentic systems on one platform while n8n keeps handling your automations.
n8n has AI Agent nodes and raised $180M at a $2.5B valuation. Doesn't that close the gap?
n8n's AI Agent node is a LangChain-based step inside a workflow, and strong funding reflects real demand for automation. But agent nodes on an automation engine are not a production agent runtime: there is no durable-execution substrate, no inline governance, and no platform-wide SLA. Capitalization does not add those layers.
Can we add governance on top of n8n?
You can add log streaming and audit logs, but the EU AI Act expects enforcement inline to the runtime: immutable records witnessed as they happen, human override on running processes, classification before a system ships, and a sealed audit artifact. Telemetry read after the fact cannot gate a deployment. Akka embeds all of this and covers pre-deployment governance.
Isn't n8n cheaper because it is free to self-host?
The n8n engine is source-available under the Sustainable Use License (fair-code, not open source), and self-hosting means you build and operate scale, HA/DR, durability, and everything around it. Cloud bills per execution. Akka's shared-compute model is up to 90% cheaper to operate than the equivalent assembled stack, on a fixed annual fee — and the license is a procurement gate: reselling n8n as a service is prohibited and embedding requires a commercial license.

Sources

n8n Enterprise Cloud SLA: n8n.io/legal/cloud-enterprise-terms — 99.5% uptime, excluding planned maintenance (10am–5pm German time)
n8n scaling / queue mode: docs.n8n.io/hosting/scaling/queue-mode — Redis (Bull queue) + worker processes, PostgreSQL required, multi-main for availability
n8n durable execution: community.n8n.io ("What happens if n8n worker crashes?") & github.com/n8n-io/n8n #22541 — crashed-worker executions can be marked "crashed"; recovery operator-managed
n8n AI Agent node: docs.n8n.io/integrations/builtin/cluster-nodes/root-nodes/n8n-nodes-langchain.agent — built on the LangChain JS framework
n8n pricing: n8n.io/pricing — per-execution metering, €24/mo Starter (2,500 exec) to €800/mo Business (40,000 exec); Enterprise custom
n8n license: docs.n8n.io/sustainable-use-license & blog.n8n.io/announcing-new-sustainable-use-license — fair-code, source-available, not open source; internal use only; no reselling as a service; n8n Embed commercial license
n8n security & certifications: n8n.io/legal/security & trust.n8n.io — SOC 2 Type II, GDPR
n8n funding: blog.n8n.io/series-c — $180M Series C at $2.5B valuation (Oct 2025); founded 2019
Akka performance: akka.io/blog/go-slow-to-go-fast — Manulife up to 300% more concurrency, 30–50% faster; ~10T vs ~2T tokens/core; ~80% less compute than Python
Akka trust center: trust.akka.io — 19 compliance standards; SOC 2 II + public SOC 3; annual pen tests, SBOMs, 40+ policies
Akka platform: 99.9999% availability, active-active HA/DR, sub-1 min RTO, zero byte RPO (contractual indemnities); 189 regulations / 962 controls / 574 with a financial penalty; 100,000+ deployments / 18 years; profitable; Dell Technologies Capital