Help Us Build Better DS Tooling - Introducing Etiq's Feedback Festival
We're looking for your input, and we'd like to show our appreciation for your time.
We've built Etiq to be a Data Science copilot that actually understands your work, automatically mapping lineage, recommending tests, and running root cause analysis right in your IDE. By understanding the true logical flow of your data and code it creates a layer of integrity that ensures accurate context, reduced hallucinations, and better fixes. But here's the thing: we've tested it on clean demo code. We need to know how it handles the real world.
Your real world.
What We're Asking
Install Etiq, run it on one of your actual ML projects, that notebook you're debugging, that production pipeline that's held together with string, that data cleaning script you're not proud of and tell us what happens.
We're specifically looking for the messy stuff. The edge cases. The data types that break things. The frameworks we haven't thought about. The workflows we've never seen.
Takes about 30 minutes total:
- Quick demo (5 mins) – Get familiar with the interface
- Your own code (10-15 mins) – The important bit. Run Etiq on your actual work
- Feedback (5 mins) – Tell us what worked, what broke, what's missing
Why This Matters
Demo code is boring and predictable. Your production code has quirks we'd never anticipate: unusual data formats, legacy dependencies, creative workarounds, specific business logic that changes everything.
We want to test Etiq across diverse environments, pandas and PyTorch, scikit-learn and PySpark, CSVs and Parquet, time series and tabular. Every unique codebase you test helps us build something that works in the real world, not just in tutorials.
What You'll Get
Complete our Quick Start, then run on your own code and submit feedback:
- Exclusive Etiq Stickers
- 3-month license to use Etiq
- Priority access to future features
- Beta tester status
- Entry into monthly draw for our Limited Edition Hoodie and Goodie Bag
Find a bug and share reproduction materials
- Exclusive Etiq Feedback Fest T-Shirt
- Exclusive Etiq Stickers
- 6-month license to use Etiq
- Pubic recognition and shoutouts
- 5 entries into monthly draw for our Limited Edition Hoodie and Goodie Bag
Join use for a deeper diver into your feedback on a call
- Limited Edition Etiq Hoodie
- Exclusive Etiq Stickers
- Named credit in our release notes
- Direct line to our product team
- 12-month license to use Etiq
"But My Code and Data Is Confidential..."
We get it. You can:
- Anonymise your code and use a data subset
- Create a synthetic example that reproduces the issue
- Record a screen video showing the problem
We delete all shared materials within 30 days and handle everything in accordance with UK GDPR. See our full data handling policy on the campaign page.
Ready?
Visit https://go.etiq.ai/join-the-feedback-festival to get started →
Campaign runs until the end of January. We're capping rewards at the first 100 qualified submissions, so don't wait.
Let's build something that actually works in production together.
