Akka vs. Temporal

A comparison for teams building agentic AI
June 2026
Temporal runs your workflows; Akka runs your whole agentic system — and guarantees it. Temporal is excellent durable execution for one layer: orchestration. An agentic system also needs agents, memory, streaming, APIs, and governance — with Temporal you source, integrate, and operate each yourself. Akka delivers them as one platform, at higher guarantees.
99.99%
Temporal SLA
99.9999%
Akka SLA
4ms
Akka State Reads
5B
Tokens / Sec Benchmark
DimensionTemporalAkka
What it isA durable-execution / workflow-orchestration engineA full-stack agentic systems platform
ScopeOrchestration only; agents, memory, streaming, APIs, and governance are sourced and integrated by the customerOrchestration, agents, memory, streaming, APIs, observability, and governance on one runtime
Availability SLA99.9% standard; 99.99% High Availability / multi-region99.9999% — entire platform, backed by indemnities
RTO / RPO~20-minute RTO; sub-1-minute RPO (HA namespaces)Sub-1-minute RTO; zero-byte RPO
AI agentsSDK integration (e.g., OpenAI Agents SDK); not nativeNative agents with tools, handoffs, guardrails, interaction logging
MemoryNone native — bolt-on (~200ms)Durable in-memory, 4ms reads / sub-10ms writes
Governance / EU AI ActInfrastructure compliance only; no AI policy enforcement, explainability, or classificationAspect-woven runtime enforcement + full pre-production governance
Programming modelWorkflow code must be strictly deterministicNatural Java/Scala; durability handled by the runtime
Cost modelPer-action billing ($50→$25 per million) + separate infra for everything elseShared compute; up to 90% lower infrastructure for the same workload
CertificationsSOC 2 Type II, GDPR, HIPAA19 standards (SOC 2 II + public SOC 3, ISO 27001/42001, HIPAA, PCI DSS, GDPR, NIS2, DORA, EU AI Act, NIST AI RMF)

Temporal Is One Layer; Akka Is the Full Stack

Temporal solves durable execution of long-running workflows, and it solves it well. But an agentic AI system needs far more than orchestration, and Temporal leaves the rest to you — you select, wire, and operate the memory layer, the streaming tier, the API layer, the agent framework, and the governance stack around the orchestration core, and own every failure across those seams.

CapabilityTemporalAkka
Workflow orchestrationYesYes
Native AI agents (tools, handoffs, streaming)SDK integration onlyBuilt in
Durable memoryNone — bolt-on (~200ms)Built in, 4ms / sub-10ms
Real-time streamingNoneBuilt in, backpressured, petabyte-scale
HTTP / gRPC API layerNoneBuilt in
Governance / policy enforcementNoneInline, runtime-embedded
Pre-production governanceNoneClassification, sign-offs, sealed posture

Availability and Disaster Recovery

Temporal Cloud has materially strengthened its HA/DR: High Availability and multi-region namespaces publish a 99.99% availability SLA (99.9% standard) with sub-1-minute RPO and ~20-minute RTO via automatic failover. That is real. Two gaps remain, and both matter for mission-critical agentic systems.

MetricTemporalAkka
Availability SLA99.99% (HA / multi-region)99.9999%
Allowed downtime / year~52 minutes~31 seconds
RTO~20 minutes (auto failover)Sub-1 minute
RPOSub-1 minuteZero byte
SLA scopeThe orchestration layerThe entire platform

Temporal's SLA covers the orchestration layer. The memory, streaming, API, and governance services a customer bolts on operate under their own SLAs — or none.

The Determinism Tax

Temporal requires all workflow code to be strictly deterministic — no direct I/O, no unguarded randomness, no non-deterministic library calls — because recovery replays history. That constraint is at odds with agentic AI:

Akka provides durability and fault tolerance without imposing a determinism constraint on application code: state is event-sourced and the runtime handles recovery, so teams write natural business logic.

Cost

AI systems built with Akka are up to 90% cheaper to operate than the equivalent assembled stack. Temporal bills per action — every step, signal, query, and timer is metered at $50 per million (stepping to $25 at high volume) — and that meter covers only orchestration; memory, streaming, APIs, observability, and governance are billed separately.

Akka runs all of it on one shared-compute runtime. The efficiency comes from 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 that minimizes retries. The spend is predictable — a fixed annual fee, not per-action metering that moves with load.

Governance and the EU AI Act

Temporal holds SOC 2 Type II, GDPR, and HIPAA — infrastructure-security compliance. It publishes no AI-governance capability: no real-time policy enforcement, no decision explainability, no human pause/override of a running process, no immutable interaction ledger, no pre-deployment classification, no sealed audit artifact.

The penalties are enforceable now

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

At the runtime: inline guardrails, policies, LLMs-as-a-judge, and sanitizers; hash-chained immutable evidence; HITL/HOTL control; classification against 189 regulations and 962 controls before a system ships; multi-persona sign-offs; a sealed Governance Posture Package; and Akka Verify proving conformance from the running system. Governance Temporal would have to bolt on, Akka enforces inline.

Two Lifecycles, One Certified System

Building on Temporal means engineers writing deterministic workflow code; there is no path for a product manager, domain expert, or risk officer to contribute, and no built-in governance lifecycle. 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 Temporal has no equivalent for.

Real-Time Streaming at Petabyte Scale

Temporal has no streaming engine; real-time pipelines 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, and Accountability

Buyer concernTemporalAkka
Certifications & auditsSOC 2 Type II, GDPR, HIPAA19 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 orchestration layer; you integrate and operate the restOne 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: $300M Series D at a $5B valuation (2026); scaling on investor capital toward profitabilityProfitable 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-action metering that scales with loadFixed annual fee finance can forecast

Both are well-capitalized — but Akka funds its roadmap and support from profit, not the next round, so the platform you standardize on does not depend on a venture timeline. The decision is scope and accountability: Temporal gives you a best-in-class orchestration layer to build a platform around; Akka gives you the platform.

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 Temporal in production. Why add Akka?
Temporal is strong for durable workflow orchestration. If you are moving into agentic AI you also need native agents, durable memory, streaming, and runtime governance — which Temporal does not provide. Akka can run alongside existing Temporal workflows while you build the agentic layer on one platform.
Temporal raised $300M at a $5B valuation and targets agentic AI. Doesn't that close the gap?
Strong funding reflects real demand for durable execution. But Temporal's agentic story is an SDK integration on top of orchestration; Akka is built for agentic AI end to end — native agents, built-in memory, embedded governance, and a full-stack runtime. Capitalization does not add the missing layers.
Can we add governance on top of Temporal?
You can add log-analysis tools, but the EU AI Act expects enforcement inline to the runtime: immutable records witnessed as they happen, human override on running processes, and authorization capture at execution time. Bolt-on tools read logs after the fact and cannot gate a deployment or classify a system before it ships. Akka embeds all of this and covers pre-deployment governance.
Is Temporal cheaper because it is open source?
Temporal's core is open source, but production Temporal means Temporal Cloud (per-action billing) or self-hosting (you build and operate HA/DR, observability, and everything else). Akka's shared-compute model is up to 90% cheaper to operate than the equivalent assembled stack, on a fixed annual fee.

Sources

Temporal Cloud SLA: docs.temporal.io/cloud/sla — 99.9% standard; 99.99% HA / multi-region
Temporal HA/DR: docs.temporal.io/cloud/high-availability, /rpo-rto — sub-1-min RPO, ~20-min RTO, automatic failover
Temporal Cloud pricing: docs.temporal.io/cloud/pricing — $50→$25 per million actions ($0.00005/action)
Temporal Series D: $300M at $5B valuation, Feb 2026 (businesswire / geekwire); 380% YoY revenue growth
Temporal security: temporal.io/security — SOC 2 Type II, GDPR, HIPAA
Akka trust center: trust.akka.io — 19 compliance standards; SOC 2 II + public SOC 3; annual pen tests, SBOMs, 40+ policies
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 platform: 99.9999% availability, active-active HA/DR, sub-1 min RTO, zero byte RPO (contractual indemnities); 189 regulations / 962 controls; 100,000+ deployments / 18 years; profitable; Dell Technologies Capital