Data Labeling for
Content Moderation

The top companies in the world use Surge AI to keep their platforms, communities, and generative models safe. Interested in fighting toxicity, hate speech, spam, misinformation, NSFW content, or adversarial training?

Ethan Perez
Research Scientist

The biggest game-changer for my research recently has been using Surge Al for human data collection. With Surge, the workflow for collecting human data now looks closer to "launching a job on a cluster" which is wild to me.

Trust & Safety Applications

Our all-in-one data labeling platform provides the modern APIs, tools, and elite workforces needed to train your language models.
Toxicity
Hate Speech
Spam
Misinformation
NSFW
Adversarial training
Vivek Raghunathan
Cofounder at Neeva

Huge thanks to Edwin and the Surge Al for the incredible work they are doing on search human eval.

    openai logo
    Training and Evaluating GPT-3 in Math and Science, Using Surge AI’s STEM Labeling Workforce

    "Nobody understands how to generate high-quality human data like Surge AI. Our engineering team was spending 50% of their time managing contractors, after unsuccessfully iterating with other data providers for 18 months, which was a poor use of their time. The Surge AI team came in, redesigned our data collection methods, and doubled the amount of high-quality data for training our models in two weeks. That data gave us the biggest gain in metrics I’ve seen since I joined."

    VP of Engineering
    Fortune 500 technology company
    instagram logo
    Holy $#!t: Are popular toxicity models simply profanity detectors?

    “The biggest game-changer for my research recently has been using Surge AI for human data collection. With Surge, the workflow for collecting human data now looks closer to “launching a job on a cluster” which is wild to me.”

    Ethan Perez
    Research scientist at Anthropic
    twitter logo
    How Surge AI’s Content Moderation Product Helps Twitter Fight Spam

    “Anytime it's pro level NLP data labeling for hard problems, it inevitably leads to the team at Surge AI.”

    Prem Viswanathan
    Director of Machine Learning at Artifact, Professor at CMU
    nyu logo
    Mixing the Quantitative with the Qualitative for User and Product Insights

    “If you want to do an NLP data collection/labeling process and don't want/need to be managing annotators directly, Surge is remarkably easy to work with and their team does very good work.”

    Sam Bowman
    Professor at NYU
    google logo
    Running Monthly Human Evaluations for OKRs and Insights

    "The Surge AI team are experts at collecting data for training and evaluating large language models. They worked closely with us every step of the way, from helping us understand what types of data we should collect to designing our tasks and guidelines. Their experience and expertise accelerated our timelines for training new human feedback models from 1 year to 1 month."

    VP of Product
    A unicorn AI startup
    github logo
    Surge AI’s Software Engineering Workforce Trains LLMs to Code

    “When I joined our company, one of my first realizations was that low-quality training data was holding our machine learning models back. It was taking our team 6 months to gather datasets to train new models, and our data scientists were saying half the data was unusable due to quality issues. We talked to Surge AI, and in 2 weeks, they replaced a year’s worth of training data. Retraining our models gave us a 63% boost in model AUC – which was larger than our entire team of ML engineers had produced in 2 years.”

    Director of Engineering, Trust & Safety
    Large social media company
    redwood research logo
    Red Teaming Large Language Models for Trust & Safety, using Surge AI’s Adversarial Human-in-the-Loop Platform

    "The data Surge AI produces is worth its weight in gold. I used to work at Google and Facebook, and we’d have accelerated our ML development by years if we’d had something like Surge AI. Their speed and quality has enabled new machine learning products, and they get it all right on the first try, without needing to iterate for months."

    CTO
    A billion-dollar fintech startup
    neeva logo
    Search Quality and Search Measurement through Surge AI’s Search Engine Raters

    "Huge thanks to Edwin and the Surge Al for the incredible work they are doing on search human eval."

    Vivek Raghunathan
    Cofounder at Neeva
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