Analysis Workflow
This toolkit provides an end-to-end pipeline for processing survey data, generating mock LLM responses, and evaluating those responses against real data.
Convert TSV to JSON
Upload your TSV survey data file and convert it into structured JSON files - one file per respondent.
Infer Consumer Attributes
Process each JSON file to infer attributes about consumers using LLM analysis.
Generate Mock Responses
Use LLMs to generate mock responses based on the inferred consumer profiles.
Evaluate Mock Responses
Compare generated mock responses against actual responses to evaluate accuracy.
Visualize Results
See a visualization of the evaluation results to gain insights into LLM performance.
1Data Processing Tools
Upload a TSV file containing survey responses and convert it into individual JSON files for each respondent, packaged as a ZIP archive.
Open ToolUpload the ZIP archive of JSON files and use LLM calls to infer attributes for each consumer profile, creating enriched data.
Open Tool2Response Generation & Evaluation
Use the enriched consumer profiles to generate realistic mock responses via LLM, simulating how consumers might answer specific questions.
Open ToolCompare the generated mock responses against real answers to evaluate accuracy, reasoning, pattern recognition, and insight quality.
Open Tool3Results Analysis
Visualize the evaluation results with interactive charts and detailed breakdowns of how different LLMs performed in predicting consumer responses.
Open Tool