Use Case Category: RLHF

Human-in-the-loop AI training to tackle intractable problems.



Reinforcement Learning From Human Feedback (RLHF) helps to train AI models to achieve last mile alignment where it counts.

It All Starts With Data Preprocessing

The story starts here: good data inputs make for good model outputs. Our Advanced AI Data Trainers do what tech can’t with thoughtful data preparation. We have the capacity to deploy hundreds of intelligent operators in months, and preprocess data that makes your model strong from the get go.

Related Processes

It All Starts With
Data Preprocessing

The story starts here: good data inputs make for good model outputs. Our Advanced AI Data Trainers do what tech can’t with thoughtful data preparation. We have the capacity to deploy hundreds of intelligent operators in months, and preprocess data that makes your model strong from the get go.

Next Step: Human-in-the-loop AI Training

A human-in-the-loop approach makes AI models better at most tasks. Our operators align with your quality benchmarks for your reinforcement learning framework and evolve with it as datasets continue to improve your model. Normally the fun stops here because this process scales badly. But most vendors don’t have the agility or recruiting infrastructure that Invisible does.

RLHF Ensures Models
Get Better With Age

Work doesn’t stop when a model is deployed. On top of your fine-tuned model’s ability to continuously improve, we improve with it and maintain a steady beat of reinforcement to make your model smarter over time.  For one client, our skilled AI data trainers are providing 3,000+ hours of high-quality RLHF every day.

Next Step: Human-in-the-loop AI Training

A human-in-the-loop approach makes AI models better at most tasks. Our operators align with your quality benchmarks for your reinforcement learning framework and evolve with it as datasets continue to improve your model. Normally the fun stops here because this process scales badly. But most vendors don’t have the agility or recruiting infrastructure that Invisible does.

Related Processes

RLHF Ensures Models Get Better With Age

Work doesn’t stop when a model is deployed. On top of your fine-tuned model’s ability to continuously improve, we improve with it and maintain a steady beat of reinforcement to make your model smarter over time.  For one client, our skilled AI data trainers are providing 3,000+ hours of high-quality RLHF every day.

RLHF: It’s how ChatGPT aligns so well with user goals.

RLHF: It’s how ChatGPT aligns so well with user goals.

What is Reinforcement Learning From Human Feedback?

Reinforcement Learning From Human Feedback (RLHF) is a subfield of Reinforcement Learning (RL) that involves incorporating feedback from human evaluators and a reward system to improve the learning process.

The problem: It’s really hard to scale.
To get the most out of RLHF trained models, you need a lot of skilled data trainers to prepare data and give the model intelligent & consistent feedback. Invisible offers one of the only cost-effective solutions in the market.

Learn more about RLHF from the experts who pioneered it.

What is Reinforcement Learning From Human Feedback?

Reinforcement Learning Form Human Feedback (RLHF) is a subfield of Reinforcement Learning (RL) that involves incorporating feedback from human evaluators and a reward system to improve the learning process.

The problem: It’s really hard to scale.
To get the most out of RLHF trained models, you need a lot of skilled data trainers to prepare data and give the model intelligent & consistent feedback. Invisible offers one of the only cost-effective solutions in the market.

Last Mile Algorithm Training

An AI platform came to us with a unique problem: scaling human intelligence. Invisible overcame machine limitations when other contractors couldn’t by recruiting over 200 skilled operators in 3 months, creating over 3,500 hyper-specific data-points for the model to ingest daily, and beating quality benchmarks by 10%.

Hiring & Training Machine
200+
AI Data Trainers
Recruited In 3 Months
Hiring & Training Machine
5,000
Completed Comparison Tasks Each Week
Raise the Quality Bar
+10%
Quality Over Defined Benchmark

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Morgan Weber, Commercial Manager

Invisible is our strategic growth partner providing us with business intelligence to expand into new markets. They exceeded our expectations in both cost and quality while improving our outcomes.

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