Shortlist by what you need
Start here if you know why you are leaving Konduit.
Want the closest match?
TensorFlowMost similar to Konduit in what it does, its category and its price.
Visit (opens TensorFlow in a new tab)Need a free plan?
BasetenHas a free plan, rated 4.1 out of 5. Konduit has none.
Visit (opens Baseten in a new tab)Want the best rated?
SmythOSRated 4.1 out of 5 in our review, against 3.7 for Konduit.
Visit (opens SmythOS in a new tab)
At a glance
Green means better than Konduit, red means worse. Prices are starting prices per month.
| Tool | Our rating | Starts at | Free plan | Best for | Compare |
|---|---|---|---|---|---|
 KonduitBaseline | 3.7 | Not listed | No | Run PyTorch, TensorFlow, Keras and ONNX models wherever you need them - cloud, on-premise, edge or mobile - backed by the Eclipse Deeplearning4j ecosystem. | |
| TensorFlow | 4.3+0.6 | Free | YesKonduit has none | Google's end-to-end machine learning platform, from tf.keras through to production MLOps. | vs Konduit |
 Tensorleap | 4.0+0.3 | Not listed | No | Debugs neural networks by finding the failure modes, not just reporting the metric. | vs Konduit |
 Caffe | 3.5−0.2 | Free | YesKonduit has none | Berkeley's deep learning framework, still maintained in 2026 - built for expression, speed, and modularity, processing 60M+ images a day on GPU hardware. | vs Konduit |
 Apache SINGA | 3.6−0.1 | Free | YesKonduit has none | Open-source distributed deep learning library - automatic gradient calculation and multi-GPU training, in real-world use at NUS, Alibaba, and Citigroup. | vs Konduit |
| SmythOS | 4.1+0.4 | Not listed | No | Build agents visually or in code, then run them on cloud, on-prem, edge or desktop. | vs Konduit |
 SimplAI | 4.0+0.3 | Not listed | No | An agentic AI operating system for building and governing enterprise agents across cloud, on-prem and air-gapped environments. | vs Konduit |
| Baseten | 4.1+0.4 | Free | YesKonduit has none | Model deployment infrastructure that lets teams ship custom AI models to production without managing GPUs | vs Konduit |
 Zylon | 4.1+0.4 | Not listed | No | Private AI infrastructure deployed on-premise, air-gapped or in your own cloud VPC. | vs Konduit |
The alternatives in detail
In order of how closely each one matches Konduit.
TensorFlow
4.3Free
vs Konduit+0.6Free plan
Google's end-to-end machine learning platform, from tf.keras through to production MLOps.
- tf.keras high-level model API
- tf.data input pipelines and TensorBoard visualisation
- LiteRT for mobile and edge deployment
One model deploys to server, phone, browser or embedded device
PyTorch now leads the research community, so new work lands there first
Tensorleap
4.0Not listed
vs Konduit+0.3
Debugs neural networks by finding the failure modes, not just reporting the metric.
- Failure mode and edge case detection
- Dataset curation driven by the findings
- Model optimisation guidance
Finds why a model fails, not just how often
No published pricing
Caffe
3.5Free
vs Konduit−0.2Free plan
Berkeley's deep learning framework, still maintained in 2026 - built for expression, speed, and modularity, processing 60M+ images a day on GPU hardware.
- Deep learning framework for neural network design, training, and deployment
- Built for expression, speed, and modularity
- Handles image classification, fine-tuning, and feature extraction
Still actively maintained despite predating the current AI boom by a decade
A code library, not a hosted product - no dashboard or signup
Apache SINGA
3.6Free
vs Konduit−0.1Free plan
Open-source distributed deep learning library - automatic gradient calculation and multi-GPU training, in real-world use at NUS, Alibaba, and Citigroup.
- Distributed deep learning training across multiple GPUs
- Automatic gradient calculation and computational graph optimization
- Standard optimizer support (Adam, SGD, RMSProp, AdaGrad)
Genuine enterprise and academic deployment, not just an unused research project
A code library, not a hosted product - no dashboard or signup
SmythOS
4.1Not listed
vs Konduit+0.4
Build agents visually or in code, then run them on cloud, on-prem, edge or desktop.
- Agent Studio drag-and-drop builder
- Agent SDK for code-based development
- Smyth Runtime Environment
Visual builder and SDK treated as equals, so no rewrite at the boundary
No pricing on the homepage
SimplAI
4.0Not listed
vs Konduit+0.3
An agentic AI operating system for building and governing enterprise agents across cloud, on-prem and air-gapped environments.
- Unified control layer for building, governing and scaling enterprise agents
- Deployment across cloud, on-premise and fully air-gapped environments
- Security and governance controls built into the platform rather than added later
Air-gapped support opens use cases most agent platforms cannot serve
Enterprise implementation effort, not a self-serve signup
Baseten
4.1Free
vs Konduit+0.4Free plan
Model deployment infrastructure that lets teams ship custom AI models to production without managing GPUs.
- Managed infrastructure for deploying custom and fine-tuned ML models to production
- Model-agnostic: supports open-weight models, custom models, and multi-model pipelines
- Automatic GPU provisioning and autoscaling handled by the platform
Removes the need to hire a dedicated ML infrastructure team for model serving
Usage-based compute pricing requires monitoring at high-traffic production volumes
Zylon
4.1Not listed
vs Konduit+0.4
Private AI infrastructure deployed on-premise, air-gapped or in your own cloud VPC.
- Deployment on-premise, air-gapped or inside a customer-controlled cloud VPC
- Full data control with no dependency on external model providers
- Governance, access control and compliance tooling included
Architectural rather than contractual data control
Self-hosting shifts infrastructure and maintenance cost onto the customer
FAQ
Questions people ask
Is Konduit free?
Konduit does not list a free plan. Check its pricing page for current plans.
What is the best free alternative to Konduit?
TensorFlow is the highest-rated alternative here with a free plan (4.3 out of 5). Other free options: Baseten, Apache SINGA, Caffe.
How did you pick these alternatives?
We match tools on what they do, their category and their price, using the details in our directory. Ratings come from our reviews and reader reviews.