kitio.aiZenML vs Analog AI
A side-by-side look at pricing plans, free tiers, features, pros and cons, updated for 2026. ZenML starts at $39/mo and Analog AI starts at See pricing page. Check both pricing pages for current plans.
At a glance
Best for
Category
Pricing model
Starting price
Free plan
Made by
Based in
Rating
Key features
- Python pipeline orchestration
- Runs on your own infrastructure
- Agent session replay with Kitaru
- Evaluators and experiment runs
- Model and artifact control planes
- Self-hosted open source
- Long-term agent memory
- Procedure caching from frontier models
- Small and large model routing
- Chat completion API
- Open-source memory package
- AI employee chatbots
| Feature | ZenML | Analog AI |
|---|---|---|
| Best for | Open-source orchestration for ML pipelines and AI agents | Memory layer that lets AI agents reuse solved tasks on small models |
| Category | Models & APIs | Models & APIs |
| Pricing model | Freemium | Freemium |
| Starting price | $39/mo | See pricing page |
| Free plan | Yes | Yes |
| Made by | ZenML | Analog AI |
| Based in | Germany | – |
| Rating | No ratings yet | No ratings yet |
| Key features |
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Pricing compared
ZenML starts at $39/mo and Analog AI starts at See pricing page. Check both pricing pages for current plans.
Free plan
Cheapest paid plan
Top plan
Free trial
4 plans
Open Source
Free
- Self-hosted
- Evaluators and experiment runs
- Community support
Kitaru Cloud
$39/mo
- 3 agents and 2 seats
- 90-day session retention
- Hosted dashboard
- 14-day full-access trial
Scale
$999/mo
- 2,000 executions per month
- 3 projects
- Model and artifact control planes
- Audit logs
Enterprise
Custom
- Air-gapped deployment
- Custom limits
3 plans
Open source
Free
- Self-hosted agentic memory
- Free download
Memory API SDK
Free trial, then pay as you go
- Hosted self-learning memory
- API integration
AI Employee Chatbots
Free trial, then pay as you go
- Ready-made AI employees
- Living memory
Prices in USD, checked Oct 29, 2026 or later. Plans change often, so confirm on each tool's site before you buy.
Pros and cons
ZenML
- Apache 2.0 open source core
- Works with existing orchestrators and clouds
- Replays real sessions to test agent changes
- Flat $39 plan for Kitaru Cloud
- Scale plan starts at $999 a month
- Requires Python engineering skills
- Self-hosting means running it yourself
Analog AI
- Cuts repeated frontier model calls
- Drop-in chat completion API
- Open-source version available
- Usage prices not published
- Early product, access by request
- Benefits depend on repetitive workloads
Which one should you choose?
Choose ZenML if you want:
- Apache 2.0 open source core
- Works with existing orchestrators and clouds
- Replays real sessions to test agent changes
Watch out: scale plan starts at $999 a month.
Choose Analog AI if you want:
- Cuts repeated frontier model calls
- Drop-in chat completion API
- Open-source version available
Watch out: usage prices not published.
ZenML vs Analog AI FAQ
What is the difference between ZenML and Analog AI?
ZenML: Open-source orchestration for ML pipelines and AI agents. Analog AI: Memory layer that lets AI agents reuse solved tasks on small models. Both are models & apis tools.
Is ZenML or Analog AI cheaper?
ZenML starts at $39/mo and Analog AI starts at See pricing page. Check both pricing pages for current plans.
Do ZenML and Analog AI have free plans?
ZenML: Yes. Analog AI: Yes.
Who makes ZenML?
ZenML is made by ZenML, based in Germany.
Who makes Analog AI?
Analog AI is made by Analog AI.
Which should I choose, ZenML or Analog AI?
Choose ZenML if you value apache 2.0 open source core and works with existing orchestrators and clouds. Choose Analog AI if you value cuts repeated frontier model calls and drop-in chat completion api.