Trustworthy AI has quality built into every layer: data, testing, and deployment. End-to-end testing on Kolena ensures that your system is resilient and adaptive to real-world changes.
Process large, complex and unlabeled data to quickly create training, evaluation and testing datasets leveraging Kolena’s powerful visualization, embedding space explorations and automated metadata extractions using LLMs and traditional models.
Automatically rank model runs based on standardized test coverage coverage. Kolena’s automated insight extractions will help you identify model failure scenarios and retrospectively evaluate previous runs against them.
Use automated, human and model assisted metrics to go beyond single model evaluation and test model pipelines instead. Maintain and improve your model pipeline with confidence in improved overall product performance.
Quick hookup to all popular data stores. No need to upload data onto Kolena.
AWS S3
Google Cloud Storage
Azure Blob
Minio
Labeling
Kolena seamlessly integrates with your entire ML toolchain.
Labelbox
Label Studio
Sama
Model Tooling
Kolena seamlessly integrates with your entire ML toolchain.
PyTorch
TensorFlow
Weights & Biases
CometML
Hugging Face
Don’t just take our word for it
What AI Leaders Say About Kolena
"We continually extend our
models to handle exceptions,
but need to make sure that
they remain effective over
everything they've seen across
all of our clients and sites.
Kolena's comprehensive
testing gives us the
confidence to deploy these
models faster and without fear
of performance degradation."
Dr. Dan Grollman, Core Team Lead, Plus One Robotics
“Kolena's testing suite has been a transformative tool for Rad AI, allowing us to optimize our model testing capabilities and evaluate model performance with
precision and granularity. This collaboration has not only improved our end-to-end machine learning pipelines significantly but also strengthened the confidence our customers have in our AI solutions.”
Deniz Zorlu, Director of Machine Learning, Rad AI
Learn how Kolena can help your machine learning team. 2-minute watch.
Comparing models made efficient, repeatable, and inexpensive