Agentic Index

Akka vs Kestra (2026)

Both score 12 of 14 running agent workloads reliably and they express work differently. That verdict is the Agentic Index coverage score, graded from each vendor's own published materials.

Akka builds and runs multi agent systems on a durable distributed runtime, unifying orchestration, agents, memory and streaming in one software development kit, open source core under a business source licence converting to Apache. Kestra is event driven orchestration unifying data, AI, infrastructure and business workflows behind declarative YAML, with AI native agents, human in the loop approvals and more than twelve hundred plugins. Akka is code first with a real runtime underneath; Kestra is declarative with enormous integration breadth.

This comparison is published by Agentic Index, an independent agentic AI vendor research platform. Akka and Kestra are each graded against the same 14 capability Agentic Index taxonomy, from the vendor's own public materials under the Agentic Index verification standard, alongside 969 researched vendors. No vendor pays for placement and no vendor has reviewed this page. How this evidence is graded

Choose Akka if

  • A durable distributed runtime is the reliability foundation you actually need.
  • Orchestration, memory and streaming in one software development kit is the consolidation.
  • Your engineers want to express agents in code, not configuration.

Choose Kestra if

  • Twelve hundred plugins is the integration breadth your estate requires.
  • Human in the loop approvals built in is the governance you need.
  • Declarative YAML is readable by people who will never write Scala or Java.
At a glance Akka Kestra
Category Multi-agent platform Agent infrastructure
Entry price Open source core under BSL (converts to Apache v2 after 36 months); commercial and enterprise use is sales led with no public pricing. All agentic components are included in the Akka license. Free open source edition; Enterprise Edition license and Kestra Cloud are quoted through sales with no published rates
Free / trial Open source BSL core available; POC offered in 48 hours The open source edition is free forever, self hosted on Docker or Kubernetes
Pricing confidence contact only contact only
Feature
A
Akka
K
Kestra
Action & orchestration

Integrations & Tool Calling

Ability to connect agents to real systems through native integrations, OAuth-authenticated actions, custom tools, APIs, webhooks, or MCP-compatible tools.

Full / Explicit Full / Explicit

Workflow Orchestration

Ability to sequence, branch, retry, route, and combine deterministic workflow nodes with autonomous agent steps.

Full / Explicit Full / Explicit

Triggers & Channel Coverage

How agents wake up and where they work: schedules, webhooks, message events, CRM events, inbox events, chat, email, voice, and collaboration tools.

Full / Explicit Full / Explicit
Knowledge & context

Knowledge Grounding & RAG

Ability to ground agent behavior in company data through document ingestion, retrieval, external knowledge APIs, semantic search, or RAG layers.

Partial Partial

Memory & State Persistence

Ability to persist context across a run, conversation, workflow, user, team, or longer-term memory layer.

Full / Explicit Full / Explicit
Control & trust

Human Oversight & Guardrails

Approval steps, consent checkpoints, escalation rules, structured guardrails, policy constraints, and pause/resume controls.

Full / Explicit Full / Explicit

Security, Identity & Governance

RBAC, SSO, auditability, encryption, least-privilege tool access, compliance posture, and data handling policy.

Full / Explicit Full / Explicit

Observability & Auditability

Traces, logs, execution histories, metrics, audit events, and debugging detail for production agent behavior.

Full / Explicit Full / Explicit

Deployment & Data Residency

Deployment modes and options, including SaaS, dedicated cloud, VPC, on-prem, hybrid, local runtime, and self-hosting.

Full / Explicit Full / Explicit
Solution readiness

Prebuilt Agents, Templates & Packs

Ready-made workflows, packaged employees, templates, blueprints, industry solutions, and role-specific agents that reduce time-to-value.

Partial Full / Explicit
Platform extensibility

Model Flexibility & Routing

Ability to work across multiple foundation models, route tasks to different models, or let buyers bring their own providers and keys.

Full / Explicit Full / Explicit

APIs, SDKs & MCP Extensibility

Composability layer: stable APIs, SDKs, MCP tool consumption/serving, custom tools, and integration into internal systems.

Full / Explicit Full / Explicit

Testing, Debugging & Optimization

Testing, debugging, scoring, retries, fallbacks, quality gates, and optimization loops for improving agent workflows before and after deployment.

Full / Explicit Partial
Specialist automation

Browser & Computer Use

Browser, desktop, or remote/local computer control for workflows that cannot be handled through stable APIs alone.

No / Not documented No / Not documented

Pricing snapshot

Sourced from the Index pricing dataset · open each vendor's profile for full detail.

Pricing
A
Akka
K
Kestra

Entry price

Lowest public entry point

Open source core under BSL (converts to Apache v2 after 36 months); commercial and enterprise use is sales led with no public pricing. All agentic components are included in the Akka license. Free open source edition; Enterprise Edition license and Kestra Cloud are quoted through sales with no published rates

Pricing confidence

How public the numbers are

Contact only Contact only

Billing

Primary billing axis

compute cores or platform license (not publicly disclosed) license fees on top of a free open source core, scoped by organization size and features, plus usage based pricing on the managed Kestra Cloud

Variable cost

Workload / overage exposure

Medium variable cost Medium variable cost

Free tier / trial

Try before you buy

Free tierTrial
Free tier

Buying motion

Self-serve vs sales call

Mixed Mixed

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