Human Feedback Dataset

Prolific offers an API‑first platform for gathering high‑quality, real‑world data from a diverse participant pool. It provides fully managed collection, audience targeting, and access to domain experts, enabling quick, representative studies for AI development.

The AI Human Generator is a tool that generates realistic full-body photos of human faces with customizable options using advanced AI for realism and animation creation. It's free for non-commercial use and has pricing options for commercial use.

Face Generator produces real‑time photo‑realistic faces with adjustable gender, age, emotion, skin tone, hair, and accessories. Using a licensed studio‑captured dataset, it outputs high‑resolution, full‑body images and offers API access for design, e‑commerce, research, and simulation workflows.

Generated Photos is an AI platform creating realistic human faces and full‑body images. It offers real‑time face generation, a 2.6 million face database, 100 000 full‑body images, bulk download, API integration, for advertisers, designers, academics, and developers.

Appen delivers human‑validated datasets across six domains—alignment, agentic AI, speech/audio, multimodal, physical, and model integrity—using automation and a global workforce of 1 million+ contributors. SOC 2/ISO 27001 certified, it supports large‑scale AI training and independent evaluation.

Human or Not is a live chat platform where users engage in two‑minute conversations with random anonymous partners—human or AI—to determine authenticity. Unregistered play preserves anonymity; registration offers leaderboard, stats, and chat history.

HumanLayer is an open-source IDE and orchestration layer for AI coding agents, managing parallel Claude Code sessions, multiclaude workflows, worktrees and remote workers, with context-engineering tools, session replay, workflow templates and GitHub-integrated code-review automation.

Collects feedback from 30+ sources, automatically classifies requests, complaints, and themes, and provides full‑context views. AI‑driven surveys adapt questions, translate answers, export user stories to Jira or Linear, track trends, and deliver Slack updates.

Humantic AI offers a buyer‑intelligence platform that delivers quick company and stakeholder insights via browser extensions and an Outlook app. It automates account and people research, enabling sales teams to create targeted outreach, shorten deal cycles, and improve pipeline quality.

Data Services by Clickworker provides a crowdsourced platform for data collection, validation, labeling, and categorization, assigning microtasks to a global workforce. It delivers scalable, ISO 27001‑compliant results and transparent workflow tracking for AI training and market research.

Branded Research offers AI‑verified consumer data via a real‑time audience API, recruiting participants from 100+ segments with 95%+ accuracy. It supports qualitative webcam studies, emotional AI, and quantitative surveys, delivering granular profiling for data‑driven product and marketing decisions

Humanly is an AI recruiting platform that automates candidate outreach, screening, scheduling, and interviews. Its AI tools handle continuous applicant engagement, structured interviewing, note‑taking, and talent CRM, streamlining pipelines and reducing time‑to‑hire for high‑volume hiring.

UserCue offers AI‑moderated interviews that gather data from up to 1,000 participants in one hour. It customizes agents within 24 hours, distributes via a single link, and delivers structured reports minutes after the deadline.

Photofeeler lets users upload business, social, or dating photos and receive scores on competence, likability, attractiveness, and dateability from real people. The platform offers actionable comments, privacy controls, and rapid voting options to improve online image impact.

TinyHumans is a platform for building practical AI products and personal assistants, offering OpenHuman for individual workflow support and Neocortex for production-grade memory infrastructure. It emphasizes privacy, simple integration, and low-latency retrieval to accelerate team decision-making an

Hubble is an enterprise user research platform that enables UX and product teams to conduct a wide range of studies, from usability tests to interviews, and recruit targeted participants. It accelerates the research workflow with AI-assisted tools for study creation, analysis, and automated reportin

Feeedbackr is an AI-driven tool that collects and analyzes user feedback through a simple button integration. It provides insights on sentiment, tracks spam, and helps teams prioritize development based on actionable user input.

SurveySparrow gathers survey responses from email, social media, web widgets, and messaging apps. It applies NLP to produce actionable insights for marketing, product, sales, and support teams, while ticketing and reputation tools close feedback loops in real time.

UI Faces offers a free library of high‑quality AI avatars—Human, Alien, Cartoon, and Abstract—plus 100 detailed personas. Designers can browse, download, or insert them via Figma or Adobe Express plugins, speeding prototype development and maintaining visual consistency.

Voicepanel is an AI‑native research platform that lets teams design studies, instantly recruit from a 30 million‑user global panel, and collect voice, video, and text responses. It supports multi‑language prompts, real‑time analysis, and Slack integration for rapid insights.

FiftyOne is a visual AI platform that centralizes data curation, annotation, and model evaluation across images, video, point clouds, and metadata. It offers interactive slicing, automatic labeling with confidence scoring, role‑based access, versioning, and open‑source integration.

User Persona is an AI‑driven tool that creates data‑backed personas from a brief product description. Users input key details and receive demographic, behavioral, motivation, and goal profiles. Editable fields enable fine‑tuning before exporting to an image.

Synthetic Users generates AI‑driven participant interviews that mimic real user behavior for rapid discovery, concept testing, and continuous insight. Using OCEAN‑based personas, it eliminates recruitment overhead, maintains 85‑92 % thematic parity, and is SOC 2 compliant.

HiFiveStar centralizes review collection, monitoring, and response across 40+ platforms with AI‑powered auto replies and request generation via email, SMS, WhatsApp, or QR. It tracks sentiment, manages private negatives, and showcases positives on sites or social media.

InterviewAI is an AI interview platform that generates real‑time, job‑specific questions, scores mock interviews, and tracks progress. It streamlines scheduling, stores candidate notes, and provides bias‑reduced, data‑driven insights for recruiters and students.

Sense automates candidate outreach, scheduling, and real-time responses to cut time-to-hire by 55%, triple applicants for hard-to-fill roles, and improve interview show rates while integrating with ATS, calendars, and recruitment analytics.

Heatseeker automates live ad experiments, replacing surveys with real‑buyer testing. It integrates transaction, marketing, and qualitative data to generate synthetic insights and AI personas, enabling quick validation of messaging, creative, and product features.

Heatseeker predicts market responses with 85–95 % accuracy using AI‑driven behavioural experiments. It runs real‑time ad tests, validates customer segments and offers, merges transaction and marketing data for 90 %+ future action predictions, and generates synthetic buyer personas for rapid messagin

The Tavus AI Human tool creates lifelike, interactive AI agents that feel like talking to a real person, offering customizable conversational experiences for a range of applications.

NowKnow uses AI personas to simulate target audiences, delivering rapid market feedback and visual design testing within minutes. It supports detailed demographic targeting, unlimited studies without recruitment costs, and basic analytics dashboards with optional predictive insights.

Cycle consolidates feedback from Slack, Zendesk, Intercom, and surveys into a single workspace. Tagging assigns entries to product areas, topics, and roles; CRM sync maintains unified customer context. AI generates dashboards, and real‑time collaboration updates stakeholders via Slack or email.

Trugen AI provides low-latency conversational video agents with real-time facial avatars (Huma-1) and vision-based emotion/action recognition (Hawkeye-1), plus APIs to integrate knowledge bases and automate synchronized audio-visual support, demos, and training.

WriteHuman AI Humanizer refines ChatGPT, Claude, Gemini, and Deepseek outputs into natural prose, preserving the author’s voice. It offers readability scanning, AI detection, multiple variations, word‑count control, and web/API access for batch workflows.

Little Bro integrates into Figma for live UI/UX feedback, simulating user behaviors, testing scenarios, tracking trends, and flagging accessibility issues. It produces rationales, feasibility reports, and unlimited transcript exports, enabling continuous learning and rapid design decisions.

ManageBetter uses AI to automate performance reviews, offering one‑click generation, analytics, 360° feedback, milestone tracking, coaching tools, and real‑time 1:1 scheduling, cutting review time by up to 80% while centralizing data for actionable insights.

Happily.ai is an AI-powered platform that enhances employee engagement through pulse surveys, feedback mechanisms, and real-time analytics, promoting a positive workplace culture and enabling leaders to make informed decisions for team performance and recognition.

Sieve supplies large, annotated video datasets for training generative video, avatar, egocentric perception, and world-modeling systems, delivering time-synced, paired, and conversational training formats via API or storage with compliance and encryption.

Haire uses AI to streamline recruitment: automated candidate sourcing, avatar‑led video screening, bias‑aware matching, and detailed analytics. Recruiters quickly filter applicants, reduce hiring time, while job seekers receive personalized alerts and real‑time status updates.

Dovetail's Customer Insights Hub helps product managers and researchers analyze customer feedback through real-time integration with apps like Slack. It offers a searchable repository and AI-driven analysis for qualitative data, enhancing collaboration and informed product decisions.

CrowdView is a platform that allows users to view and share real-time video feeds from events around the world.

FinetuneDB enables teams to fine‑tune custom large language models with proprietary data. It provides collaborative dataset editing, a prompt playground, human and AI feedback loops, performance metrics, OpenAI SDK integration, and secure, role‑based access.

AI‑powered roleplay coach for managers, sales teams, and new hires. It simulates performance reviews, sales pitches, and executive briefings, delivering real‑time, science‑based feedback on tone, filler words, and body language. Includes GDPR‑compliant video replay and customizable frameworks.

Hands AI is an open-source platform that automates repetitive software engineering tasks, supports code generation, and aggregates verified problem sets. It fosters collaboration among users and integrates with various large language model providers for enhanced productivity.

Lifemind segments customers into 189 worldview profiles, enabling rapid virtual focus groups and targeted campaigns aligned with buyer motivations. It offers privacy‑compliant data handling and supports agencies, brands, retail, healthcare, and finance.

folk consolidates contact, email, calendar, and social media data into a single source, offering AI assistants for conversation analysis, auto‑summaries, and follow‑up drafts. It supports 1‑click LinkedIn enrichment, bulk updates, automated outreach, and integrates with Gmail, Outlook, WhatsApp, and

Re-View allows you to conduct surveys with video survey forms, capturing emotions and insights from participants.With Re-View, you can collect more and better data, and conduct research at scale. The tool offers a range of features for UX researchers, product managers, founders, marketers, creators,

Research Studio consolidates UX research by importing PDFs, videos, audio, Word, and Excel files in over 99 languages. Drag‑and‑drop widgets build personas, JTBD lists, sentiment statements, journeys, and stories instantly, while competitor data is pulled via widgets and exported directly to Notion.

Make personalized videos at scale that look real and foster human connections with customers using our groundbreaking AI.

RealEye.io collects real‑time gaze, attention, and facial emotion data via participants’ webcams for image, video, or website stimuli. It offers triggers, heatmaps, fixation plots, API access, and records mouse/keyboard interactions for integrated survey analysis.

HumanizerBench is a public benchmark and leaderboard that evaluates AI text humanizers on detector bypass rate, meaning preservation, and readability. It provides reproducible methodology with open-source prompts, outputs, and scoring scripts for independent verification.