Shvydko v2 and Jev 1.14: what the diagnostic evaluation showed
The running Shvydko v2: +2.93 pp against Jev 1.14 on a limited Ukrainian-language development sample. Methodology and limits of the conclusion, dated 16 October 2026.
Decisions start
with understanding.
How to build with a decision API, evaluate quality, and find a place for AI in your workflows. Practical guides and notes from the Shvydko team.
Meet Shvydko
Shvydko Decision Engine: context, criteria and structured decisions for your application.
A decision API in practice: from text to routing
How to separate context, rules and actions in your first integration. A sample request and the API's role in your workflow.
Scenario walkthrough: a payment outage inquiry
An online store learning scenario: one situation, three questions and criteria for checking the answers.
How to evaluate quality on your task
Samples, expected answers and error analysis: a practical evaluation process before automation.
Combining model confidence with human review
Why thresholds should not be chosen arbitrarily, and how to prepare a separate route for difficult cases.
The response format is part of your product
How to choose between Choice, Score and Noul, and make criteria clear enough for integration.
What is available in Shvydko early access
Playground, API keys and a workspace: how to explore the product and understand the limits of its current mode.
Who is building Shvydko
Konstantin Karpushin and Myroslav Budzanivskyi: from working together at KPMG to Codebridge and their own products.
FROM READING TO YOUR FIRST REQUESTOpen Playground