Test your knowledge in live multiplayer Jeopardy-style trivia battles with AI-assisted grading that recognizes correct answers even with spelling mistakes.
Etiq AI
Accelerate the data science lifecycle with an AI copilot that combines code and data context to generate reliable scripts and automate quality testing for teams.
Free

About Etiq AI
Etiq is a specialized AI copilot designed specifically for data science and machine learning workflows. Unlike general-purpose coding assistants, Etiq treats both code and the underlying data as first-class citizens. This dual-context approach is intended to provide a more robust foundation for AI code generation and agentic workflows, significantly reducing the risk of hallucinations by grounding the AI in the actual data structures and statistical properties of the project. The platform introduces specialized Data Science Agents to handle specific bottlenecks in the development lifecycle. The Quality Agent focuses on testing and debugging scripts, aiming to reduce the time spent on these tasks from days to minutes. By understanding the precise relationship between code and data, it can accurately diagnose and suggest solutions for complex logic or data-handling errors. This automation allows data scientists to maintain high code standards without manually writing extensive test suites. Beyond the technical development, Etiq offers a Recruitment Agent designed for hiring managers looking for AI talent. This tool streamlines the creation and review of technical take-home tests. It provides deeper insights into a candidate's thought process and problem-solving methodology, rather than just the final output. This allows existing data science teams to remain focused on core projects while still maintaining a rigorous and informative hiring process. What sets Etiq apart is its patent-pending approach to data-aware AI. By integrating data context into the LLM's reasoning process, it provides a more reliable assistant for building machine learning pipelines. It is trusted by established organizations like Experian and Digital Catapult, suggesting a level of enterprise-grade reliability and security. The tool is geared towards professional data science teams who need more than just a chatbot, requiring a tool that understands the nuances of data manipulation and model validation.
Etiq AI pros & cons
Pros
- Uses both code and data context to improve accuracy and reduce hallucinations.
- Reduces technical debugging time from days to minutes through the Quality Agent.
- Streamlines the recruitment process for data science talent via automated test reviews.
- Provides a quick-start guide and comprehensive documentation for developer onboarding.
- Backed by major enterprise partners including Experian and Digital Catapult.
Cons
- Full pricing information is not publicly available without contacting sales.
- Requires manual request for trial access rather than an instant self-service sign-up.
- Focused primarily on Python and data science workflows rather than general software engineering.
Etiq AI use cases
- Data scientists can use the Quality Agent to automate the testing of complex machine learning pipelines and scripts.
- Hiring managers can deploy the Recruitment Agent to design and grade technical assessments for AI roles without distracting their current team.
- Machine learning engineers can leverage the Data Science Copilot to generate code that is grounded in their specific dataset's schema and constraints.
- Technical leads can use the agentic workflows to accelerate the transition from raw data to polished machine learning code.
- Recruitment teams can gain deeper insights into candidate logic and thought processes during technical take-home assignments.
Etiq AI features
- ai code generation
- agentic workflows
- integrated documentation
- take-home test review
- data-aware grounding
- recruitment agent for hiring
- quality agent for debugging
- data science copilot
Etiq AI pricing
Is Etiq AI free? Yes, Etiq AI has a free plan.
Free Trial
Free
- Access to core Data Science Agents
- Evaluation of Quality Agent features
- Trial of Recruitment Agent tools
Purchase Plan
Price varies
- Full Quality Agent access
- Full Recruitment Agent access
- Advanced code generation
- Agentic workflow support
- Enterprise support options
Etiq AI FAQs
How does Etiq prevent hallucinations in code generation?
Etiq treats both data and code as primary context sources, ensuring that generated scripts are grounded in the actual properties of the dataset rather than just general programming syntax.
What are the primary functions of the Quality Agent?
The Quality Agent tests and debugs data science scripts by analyzing the code alongside the data. It can diagnose issues in minutes that would typically take days for a human developer to solve.
Can Etiq assist with the hiring process for AI teams?
Yes, the Recruitment Agent streamlines the creation and review of take-home tests. It provides deeper insights into how candidates think and work without taking the core team off their projects.
Is there a trial available for the software?
Potential users can request a Free Trial by using the 'Get in touch' form on the website. This allows teams to test the agents and copilot features before committing to a purchase plan.
Who are some existing users of Etiq?
Etiq is trusted by several high-profile organizations including Experian, Digital Catapult, Citation Group, and Intent HQ for accelerating their data science lifecycles.
Ratings & reviews
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