survey-ai-detection

Detect AI-generated survey responses using linguistic and behavioral analysis.

13|4|Updated Mar 14, 2026
One-click install
npx skills add https://github.com/henrique-simoes/Istara --skill survey-ai-detection
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: survey-ai-detection
Source: https://github.com/henrique-simoes/Istara/tree/main/skills/discover/survey-ai-detection
Command: npx skills add https://github.com/henrique-simoes/Istara --skill survey-ai-detection

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Detect AI-generated survey responses by applying multiple heuristic and statistical methods to improve data integrity and validity.

Core Features & Use Cases

  • Linguistic analysis: perplexity, burstiness, vocabulary diversity
  • Response pattern analysis: timing, straightlining, semantic similarity
  • Behavioral signals: completion time vs expected, copy-paste indicators
  • Content quality assessment and outlier detection
  • Use cases include validating respondent pools and filtering dubious responses

Quick Start

Upload a dataset (CSV or JSON) and run the detector to obtain per-response flags with confidence scores and a summary report.

Frequently Asked Questions about survey-ai-detection

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I detect AI-generated responses in survey datasets?▼

Detect AI-generated survey responses by analyzing linguistic features like perplexity and burstiness, response patterns, and behavioral signals. The tool outputs per-response flags with confidence scores and aggregate statistics.

What behavioral signals indicate a survey response is AI-generated?▼

Behavioral signals for AI-generated survey responses include abnormal completion times, straightlining patterns, high semantic similarity across answers, and copy-paste indicators. These are evaluated alongside linguistic metrics like perplexity and burstiness.

Can I process CSV and JSON survey data to flag AI responses locally?▼

Yes, you can upload CSV or JSON survey datasets containing timestamps, item texts, and metadata. The detector uses deterministic, local processing to evaluate the data and return per-response flags with confidence scores without external API calls.

Does this AI response detector work on large survey datasets?▼

The detector applies heuristic and statistical methods to survey datasets of varying sizes. It processes linguistic features, response patterns, and behavioral signals to output per-response confidence scores and a summary report regardless of dataset scale.

What is the best way to filter dubious survey responses and validate respondent pools?▼

Filter dubious survey responses by running the detector to obtain per-response flags with confidence scores and aggregate statistics. Use the summary report to identify outliers, assess content quality, and validate your respondent pool.