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KOLENA HAS BEEN SELECTED AS A SEMI-FINALIST IN THE SNOWFLAKE STARTUP CHALLENGE!

Read more about the challenge and announcement here!

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RIGOROUS TESTING BUILDS A CULTURE OF ML MODEL QUALITY

Use Kolena's testing platform to surface hidden behaviors and failure modes,
iterate faster, automate testing workflows, and ship models with confidence.

Schedule a Demo

THE PROBLEM


ML EVALUATION TECHNIQUES ARE FALLING SHORT.

Aggregate metrics don't tell the full story — unexpected model behavior in
production is the norm.

Current testing processes are manual, error-prone, and unrepeatable. Models are
evaluated on arbitrary statistical metrics that align imperfectly with product
objectives.
‍
Tracking model improvement over time as the data evolves is difficult and
techniques sufficient in a research environment don't meet the demands of
production.

There is a better way.

Our Solution


SHIP HIGH-QUALITY MODELS FASTER WITH A COMPLETE, END-TO-END ML TESTING AND
DEBUGGING PLATFORM.

EXPLORE HIGH-RESOLUTION TEST RESULTS.

 * Test against your specific product objectives.
 * Deploy the right models and the right thresholds for the task.



CREATE AND CURATE LASER-FOCUSED TESTS.

 * Use our Test Case Studio™ to slice through your data and assemble test cases
   in minutes.
 * Cultivate quality tests by removing noise and improving annotations without
   disruption.

AUTOMATICALLY SURFACE FAILURE MODES AND REGRESSIONS.

 * Capture regressions and pinpoint exact issues to address.
 * Extract commonalities among failures to learn model weaknesses.



INTEGRATE SEAMLESSLY INTO YOUR WORKFLOWS.

 * Hook into existing data pipelines and CI systems with the kolena-client
   Python client.
 * Keep your data and models in your control at all times.


WHY KOLENA?


WE HELP YOU MEET EVERYONE'S NEEDS, SIMULTANEOUSLY.

Surface hidden behaviors and failure modes, iterate faster, and automate testing
workflows to ship models with confidence.


ML ENGINEERS

 *     Collaboratively test &
       validate models
 *     Identify model failure
       modes
 *     Track improvements &     regressions


SALES & CUSTOMERS

 *     Communicate model     performance intuitively
 *     Answer behavioral
       questions in seconds
 *     Ensure models are
       bias-free




PRODUCT

 *     Rigorously specify
       desired model behaviors
 *     Explore detailed results
       & debug models without
       writing code
 *     Increase visibility into     
       underlying data


LEADERSHIP

 *     High resolution visibility
       on product capability
 *     Develop trust in your
       ML products
 *     Model governance &
       regulatory reports



ML ENGINEERS

 * Collaboratively test & validate models
 * Identify model failure modes
 * Track improvements & regressions

PRODUCT

 * Rigorously specify desired model behaviors
 * Explore detailed results & debug models without writing code
 * Increase visibility into underlying data

SALES & CUSTOMERS

 * Communicate model performance intuitively
 * Answer behavioral questions in seconds
 * Ensure models are bias-free

LEADERSHIP

 * High resolution visibility on product capability
 * Develop trust in your ML products
 * Model governance & regulatory reports


STRESS TEST YOUR ML MODELS AND SHIP WITH CONFIDENCE.

Schedule a Demo
WHY KOLENA?


OUR RIGOROUS AND SYSTEMATIC SOLUTION MAKES TESTING AND COMPARING MODELS
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 & deployment

AUTOMATE

Automate testing and deployment workflows

WHO WE ARE


WE’VE BEEN IN YOUR SHOES.

Founded by computer vision engineers and executives, our team at Kolena has
first-hand experience with the challenges you're facing. And we know there's a
better way.


We’ve built AI products and infrastructure at companies like Amazon, Rakuten,
and Palantir—and we’re passionate about putting the same powerful solutions in
your hands.


Mohamed Elgendy
Co-Founder & CEO
Andrew Shi
Co-Founder & CTO
Gordon Hart
Head of Product
Yoohee Choi
Deep Learning Engineer
Dylan Grandmont
Staff Frontend Developer
Liu-yuan Lai
Staff Software Engineer
Alexander Wong
Senior Software Engineer
Phoebe Van Buren
Operations & Growth
Billy Dreyer
Business Development Representative
Sam Sabo
Business Development Manager
Nitesh Sandal
Senior Software Engineer
Jared Jewitt
Senior Frontend Developer
Pam Ennis
Senior Business Development Representative
Joey Lee
Staff Software Developer
Yifan Wu
Software Developer


READY TO DRASTICALLY IMPROVE YOUR ML TESTING?

Schedule a Demo
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