data/val_v5.csv

text,label
"A startup is building a scheme scoring citizens on unrelated behaviours (traffic tickets, late library books, online comments) to restrict access to public services.",prohibited
Our client wants to deploy software linking real-time water-level sensor data to flood-gate control for road safety.,high_risk
Our client wants to deploy an AI tutor character in a language app that speaks with learners in conversation practice.,limited_risk
We are developing a news aggregator publishing AI-written summaries of current events without any human review.,limited_risk
We are developing an intelligent traffic control system prioritising road users and adjusting signals based on live conditions.,high_risk
"We are developing a scheme scoring citizens on unrelated behaviours (traffic tickets, late library books, online comments) to restrict access to public services.",prohibited
Proposed use case: software identifying people who have just lost their jobs and pushing them toward exploitative service agreements that cause them significant financial harm.,prohibited
Proposed use case: an AI feature in a smart toy that dims its lights to save battery.,minimal_risk
Proposed use case: an AI tool creating realistic synthetic background music described as 'performed live' in marketing copy.,limited_risk
Proposed use case: a hybrid-office desk-booking tool matching employees to available desks and meeting rooms.,minimal_risk
A startup is building an AI feature in a smart toy that dims its lights to save battery.,minimal_risk
Our client wants to deploy an AI tool calculating a detained youth suspect's reoffending risk score to inform post-arrest decisions.,high_risk
An ad agency generating a realistic synthetic spokesperson who does not resemble any real person for a campaign video.,limited_risk
Our client wants to deploy a private platform that lowers a person's insurance eligibility based on unrelated data like their gym check-ins and grocery delivery habits.,prohibited
Our client wants to deploy an AI voice agent answering a hospital switchboard and directing callers to the right department.,limited_risk
Software inferring a website visitor's likely gender from the product categories they browse to tailor product recommendations.,minimal_risk
Our client wants to deploy an office monitoring tool that scans employees' facial expressions during meetings to detect who seems unhappy at work.,prohibited
Our client wants to deploy a company-wide 'trust score' combining employees' personal social media activity to deny unrelated internal privileges disproportionately.,prohibited
An AI voice service cloning a real person's voice to produce sexually explicit audio without their consent.,prohibited
Proposed use case: software predicting sewage system overflow and automatically operating diversion valves to stop contamination of the drinking water supply.,high_risk
A startup is building an intelligent traffic control system prioritising road users and adjusting signals based on live conditions.,high_risk
An app that swaps a user's face into a movie clip for entertainment.,limited_risk
Proposed use case: an in-car system inferring driver emotional state from facial expression to adjust in-vehicle alerts.,high_risk
Our client wants to deploy a system assessing which reading level or academic track a child should be placed in going forward.,high_risk
Proposed use case: software analysing police emergency calls to prioritise which incidents get an immediate response.,high_risk
"An AI tool predicting which past donors are likely to contribute to a campaign, based on donation history.",minimal_risk
"We are developing an AI tool ranking students by likelihood of future criminal behaviour using only personality test results, with no factual evidence.",prohibited
Proposed use case: an AI voice agent answering a hospital switchboard and directing callers to the right department.,limited_risk
We're planning to build an AI tool giving employees feedback on voluntary training-module quizzes for their own development.,minimal_risk
Software that detects users in a vulnerable economic situation and steers them toward predatory financial products.,prohibited
Proposed use case: a messaging-app assistant that helps a gym's members change their bookings through natural conversation.,limited_risk
"AI software analysing chest X-rays to flag suspected lung cancer, certified as a class IIa medical device by a notified body.",high_risk
"A startup is building AI software analysing chest X-rays to flag suspected lung cancer, certified as a class IIa medical device by a notified body.",high_risk
An AI system generating targeted political ads shown directly to voters to influence a referendum outcome.,high_risk
We are developing a TV network's tool counting how often its presenters smile on camera for editorial review.,minimal_risk
"We are developing software assessing the health risk posed by a traveller seeking entry, used by border authorities.",high_risk
We are developing an app that swaps a user's face into a movie clip for entertainment.,limited_risk
"A startup is building a tool that tags incoming WhatsApp messages by topic so staff can find them later, without replying.",minimal_risk
An AI tool flagging weapons visible in a live police bodycam feed during initial crime-scene response.,minimal_risk
Proposed use case: an AI system generating targeted political ads shown directly to voters to influence a referendum outcome.,high_risk
We're planning to build software analysing police emergency calls to prioritise which incidents get an immediate response.,high_risk
"A startup is building software analysing market trends to help an insurer design new product features, without scoring individual applicants.",minimal_risk
We are developing an AI tool flagging weapons visible in a live police bodycam feed during initial crime-scene response.,minimal_risk
We are developing an AI tutor character in a language app that speaks with learners in conversation practice.,limited_risk
"An AI tool ranking students by likelihood of future criminal behaviour using only personality test results, with no factual evidence.",prohibited
An AI system optimising the targeting and delivery of political ads to individual voters.,high_risk
We're planning to build an AI tutor character in a language app that speaks with learners in conversation practice.,limited_risk
We're planning to build an in-car system inferring driver emotional state from facial expression to adjust in-vehicle alerts.,high_risk
"Our client wants to deploy a case-law search engine using standard keyword search for court staff, without generating legal reasoning.",minimal_risk
Our client wants to deploy an AI voice service cloning a real person's voice to produce sexually explicit audio without their consent.,prohibited
"We're planning to build an AI component in a connected children's toy that controls its motors to prevent fingers being caught, assessed by a third party under toy-safety rules.",high_risk
Software placing targeted job advertisements to specific demographic groups based on automated candidate profiling.,high_risk
"We're planning to build software assessing the health risk posed by a traveller seeking entry, used by border authorities.",high_risk
We're planning to build a TV network's tool counting how often its presenters smile on camera for editorial review.,minimal_risk
A resume-parsing tool that automatically filters out applicants below an AI-determined suitability threshold.,high_risk
Our client wants to deploy an app that identifies users living in extreme poverty and targets them with predatory high-interest loan offers.,prohibited
"We are developing a case-law search engine using standard keyword search for court staff, without generating legal reasoning.",minimal_risk
"We are developing an AI tool aggregating anonymised travel data to spot broad migration trends, with no individual identified.",minimal_risk
We're planning to build an autocomplete feature suggesting the next word while typing an internal memo.,minimal_risk
Proposed use case: an ad agency generating a realistic synthetic spokesperson who does not resemble any real person for a campaign video.,limited_risk
We are developing a vocational-training platform automatically deciding which applicants are admitted to a trade certification course.,high_risk
We are developing an AI tool creating realistic synthetic background music described as 'performed live' in marketing copy.,limited_risk
Proposed use case: an AI system optimising the targeting and delivery of political ads to individual voters.,high_risk
"We are developing software automatically transcribing an immigration interview recording into text for the case file, without judging honesty.",minimal_risk
We are developing software inferring a website visitor's likely gender from the product categories they browse to tailor product recommendations.,minimal_risk
We're planning to build an AI tool calculating a detained youth suspect's reoffending risk score to inform post-arrest decisions.,high_risk
We're planning to build a resume-parsing tool that automatically filters out applicants below an AI-determined suitability threshold.,high_risk
"A case-law search engine using standard keyword search for court staff, without generating legal reasoning.",minimal_risk
Proposed use case: software assessing a suspect's personality traits and past behaviour to estimate reoffending likelihood for sentencing input.,high_risk
Proposed use case: a vocational-training platform automatically deciding which applicants are admitted to a trade certification course.,high_risk
"Proposed use case: an AI tool ranking students by likelihood of future criminal behaviour using only personality test results, with no factual evidence.",prohibited
"A scheme scoring citizens on unrelated behaviours (traffic tickets, late library books, online comments) to restrict access to public services.",prohibited
Software analysing police emergency calls to prioritise which incidents get an immediate response.,high_risk
Proposed use case: software that detects users in a vulnerable economic situation and steers them toward predatory financial products.,prohibited
"A startup is building an AI component in a connected children's toy that controls its motors to prevent fingers being caught, assessed by a third party under toy-safety rules.",high_risk
We're planning to build an app that identifies users living in extreme poverty and targets them with predatory high-interest loan offers.,prohibited
Our client wants to deploy software reconstructing a 3D model of a crime scene from photos for investigators to review.,minimal_risk
"We're planning to build software automatically transcribing an immigration interview recording into text for the case file, without judging honesty.",minimal_risk
A startup is building an adaptive placement tool recommending whether a student should move to advanced or vocational classes.,high_risk
We are developing software that detects users in a vulnerable economic situation and steers them toward predatory financial products.,prohibited
"A startup is building an AI tool predicting which past donors are likely to contribute to a campaign, based on donation history.",minimal_risk
A startup is building an in-car system inferring driver emotional state from facial expression to adjust in-vehicle alerts.,high_risk
Proposed use case: a platform that screens incoming CVs and ranks candidates before a human recruiter reviews any of them.,high_risk
We're planning to build a vocational-training platform automatically deciding which applicants are admitted to a trade certification course.,high_risk
"Our client wants to deploy an AI tool aggregating anonymised travel data to spot broad migration trends, with no individual identified.",minimal_risk
An AI feature in a smart toy that dims its lights to save battery.,minimal_risk
Our client wants to deploy software inferring a website visitor's likely gender from the product categories they browse to tailor product recommendations.,minimal_risk
A TV network's tool counting how often its presenters smile on camera for editorial review.,minimal_risk
Proposed use case: an office monitoring tool that scans employees' facial expressions during meetings to detect who seems unhappy at work.,prohibited
An intelligent traffic control system prioritising road users and adjusting signals based on live conditions.,high_risk
A startup is building an AI tool flagging weapons visible in a live police bodycam feed during initial crime-scene response.,minimal_risk
We are developing an AI voice agent answering a hospital switchboard and directing callers to the right department.,limited_risk
A startup is building an AI voice service cloning a real person's voice to produce sexually explicit audio without their consent.,prohibited
We're planning to build software linking real-time water-level sensor data to flood-gate control for road safety.,high_risk
A startup is building an AI system generating targeted political ads shown directly to voters to influence a referendum outcome.,high_risk
A startup is building a messaging-app assistant that helps a gym's members change their bookings through natural conversation.,limited_risk
We're planning to build an app that swaps a user's face into a movie clip for entertainment.,limited_risk
"Our client wants to deploy software automatically transcribing an immigration interview recording into text for the case file, without judging honesty.",minimal_risk
We are developing software identifying people who have just lost their jobs and pushing them toward exploitative service agreements that cause them significant financial harm.,prohibited
We are developing software placing targeted job advertisements to specific demographic groups based on automated candidate profiling.,high_risk
An adaptive placement tool recommending whether a student should move to advanced or vocational classes.,high_risk
Proposed use case: a private platform that lowers a person's insurance eligibility based on unrelated data like their gym check-ins and grocery delivery habits.,prohibited
We are developing an AI system optimising the targeting and delivery of political ads to individual voters.,high_risk
A startup is building an AI tool giving employees feedback on voluntary training-module quizzes for their own development.,minimal_risk
A startup is building an autocomplete feature suggesting the next word while typing an internal memo.,minimal_risk
A startup is building an office monitoring tool that scans employees' facial expressions during meetings to detect who seems unhappy at work.,prohibited
A platform that screens incoming CVs and ranks candidates before a human recruiter reviews any of them.,high_risk
Our client wants to deploy software predicting sewage system overflow and automatically operating diversion valves to stop contamination of the drinking water supply.,high_risk
"We are developing AI software analysing chest X-rays to flag suspected lung cancer, certified as a class IIa medical device by a notified body.",high_risk
Our client wants to deploy an adaptive placement tool recommending whether a student should move to advanced or vocational classes.,high_risk
"Our client wants to deploy an AI tool predicting which past donors are likely to contribute to a campaign, based on donation history.",minimal_risk
A startup is building an AI tool calculating a detained youth suspect's reoffending risk score to inform post-arrest decisions.,high_risk
Proposed use case: a company-wide 'trust score' combining employees' personal social media activity to deny unrelated internal privileges disproportionately.,prohibited
A news aggregator publishing AI-written summaries of current events without any human review.,limited_risk
"Proposed use case: a tool that tags incoming WhatsApp messages by topic so staff can find them later, without replying.",minimal_risk
We are developing an AI tool giving employees feedback on voluntary training-module quizzes for their own development.,minimal_risk
"We're planning to build software analysing market trends to help an insurer design new product features, without scoring individual applicants.",minimal_risk
A hybrid-office desk-booking tool matching employees to available desks and meeting rooms.,minimal_risk
We are developing a private platform that lowers a person's insurance eligibility based on unrelated data like their gym check-ins and grocery delivery habits.,prohibited
Software identifying people who have just lost their jobs and pushing them toward exploitative service agreements that cause them significant financial harm.,prohibited
Our client wants to deploy an AI tool creating realistic synthetic background music described as 'performed live' in marketing copy.,limited_risk
We're planning to build software placing targeted job advertisements to specific demographic groups based on automated candidate profiling.,high_risk
A startup is building a platform that screens incoming CVs and ranks candidates before a human recruiter reviews any of them.,high_risk
Software assessing a suspect's personality traits and past behaviour to estimate reoffending likelihood for sentencing input.,high_risk
"A startup is building software assessing the health risk posed by a traveller seeking entry, used by border authorities.",high_risk
"Proposed use case: an AI tool aggregating anonymised travel data to spot broad migration trends, with no individual identified.",minimal_risk
We are developing a company-wide 'trust score' combining employees' personal social media activity to deny unrelated internal privileges disproportionately.,prohibited
Our client wants to deploy software assessing a suspect's personality traits and past behaviour to estimate reoffending likelihood for sentencing input.,high_risk
We are developing an ad agency generating a realistic synthetic spokesperson who does not resemble any real person for a campaign video.,limited_risk
Proposed use case: a system assessing which reading level or academic track a child should be placed in going forward.,high_risk
Our client wants to deploy a messaging-app assistant that helps a gym's members change their bookings through natural conversation.,limited_risk
An autocomplete feature suggesting the next word while typing an internal memo.,minimal_risk
A startup is building software aggregating a tutor's ratings into a performance score that can automatically suspend their account.,high_risk
Software aggregating a tutor's ratings into a performance score that can automatically suspend their account.,high_risk
Proposed use case: software aggregating a tutor's ratings into a performance score that can automatically suspend their account.,high_risk
A startup is building software reconstructing a 3D model of a crime scene from photos for investigators to review.,minimal_risk
Our client wants to deploy a resume-parsing tool that automatically filters out applicants below an AI-determined suitability threshold.,high_risk
We are developing software predicting sewage system overflow and automatically operating diversion valves to stop contamination of the drinking water supply.,high_risk
Proposed use case: an app that identifies users living in extreme poverty and targets them with predatory high-interest loan offers.,prohibited
Our client wants to deploy a news aggregator publishing AI-written summaries of current events without any human review.,limited_risk
"A tool that tags incoming WhatsApp messages by topic so staff can find them later, without replying.",minimal_risk
We're planning to build a hybrid-office desk-booking tool matching employees to available desks and meeting rooms.,minimal_risk
Software linking real-time water-level sensor data to flood-gate control for road safety.,high_risk
"Our client wants to deploy software analysing market trends to help an insurer design new product features, without scoring individual applicants.",minimal_risk
We're planning to build a system assessing which reading level or academic track a child should be placed in going forward.,high_risk
Proposed use case: software reconstructing a 3D model of a crime scene from photos for investigators to review.,minimal_risk
"Proposed use case: an AI component in a connected children's toy that controls its motors to prevent fingers being caught, assessed by a third party under toy-safety rules.",high_risk