A reliable AI system has quality built in: from data, to engineering, to testing, to deployment. Kolena ensures that your system is resilient to known pitfalls, and adaptive to changes.
All Data Modalities and All ML Tasks
Fully configurable to fit your data, your models, your metrics, whether you're testing LLMs, model pipelines, or ensembles.
Customizable for any workflow, data type, evaluation logic, metrics, plots, and reports.
Computer Vision
Kolena supports a wide range of CV data types and use cases (e.g., point cloud, segmentation), providing rich out-of-the-box data exploration, and sophisticated data mining, resulting in faster and deeper model debugging.
Speech/Audio
Kolena’s speech/audio testing and validation capabilities include full-featured support for audio waveforms, with time-based annotation types. It supports a wide variety of use cases, including Text-to-Speech, Automatic Speech Recognition, Audio-to-Audio, Audio Classification, and Voice Activity Detection.
Language Models
With Kolena, you can analyze NLP and LLM-specific metrics - such as PII leaks and hallucination scores - automate data extraction, compare datasets, perform semantic and keyword searches, and investigate embeddings-based datasets.
GenAI
Kolena enables evaluating a wide variety of GenAI use cases, including LLM (text), Text-to-Speech, image generation, and multi-modality with any combination of text/image/audio/video input or output.
Comparing models made efficient, repeatable and inexpensive
Faster go to market
50%
Save up to 50% of experimentation time
Model Debugging
Faster
Discover failure root cause in minutes not weeks
Model Robustness
30%
Up to 30% gains on model performance
Model Operations
Instant
Instantly answer questions around model behavior
Testing & Development
Automate
Automate testing and deployment workflows
Seamless integration with your ML stack
Cloud Storage
Quick hookup to all popular data stores. No need to upload data onto Kolena
AWS S3
Google Cloud Storage
Azure Blob
Minio
Labelling
Kolena seamlessly integrates with your entire ML toolchain
Labelbox
Label Studio
Sama
Model Tooling
Kolena seamlessly integrates with your entire ML toolchain