Cleora.ai

What is Cleora.ai?

Cleora.ai is a machine learning tool that helps Data Science and Analytics teams create high-quality enterprise embeddings without expensive hardware. It embeds entities such as customers, products, and other business data into n-dimensional spaces using a stable, iterative projection method. The resulting embeddings capture an entity’s behavioral history as large-scale graphs, enabling advanced models for recommender systems, customer segmentation, behavior prediction, and customer lifetime value modeling. To get started, you only need three columns from your databases.

Cleora is fast, efficient, and inductive, meaning it can compute vectors for new entities based on their interactions. It can also combine embeddings from different datasets. The PRO version adds automatic scaling, better performance, and higher embedding quality without requiring costly hardware.

Key Features of Cleora.ai

1. Efficiency: Significantly faster than many comparable systems; handles massive graphs with billions of edges without GPUs.
2. Ease of Use: Requires only three columns from your database; Cleora infers the graph structure automatically.
3. Cross-dataset Compositionality: Embeddings are stable, so vectors from different datasets can be combined in meaningful ways.
4. Inductive Capabilities: Computes vectors for new entities based on how they interact with existing ones.
5. Automatic Scaling: Cleora PRO offers automatic scaling, removing the need for expensive hardware investments.

Cleora is up to 200 times faster than DeepWalk and 4x–8x faster than Facebook’s PyTorch-BigGraph. It can process billion-scale graph data efficiently — for example, it processed National Capital Region graph data in under 5 minutes.

Who created Cleora.ai?

Cleora.ai was developed by Sair, a lab focused on behavioral modeling, recommendations, and large-scale data processing. Its goal is to make high-quality enterprise embeddings efficient and affordable by removing the hardware barrier. Both a PRO version for enterprises and an Open Source version on GitHub are available.

What is Cleora.ai used for?

Cleora.ai supports a range of applications, including:

• Detecting anomalies
• Building recommender systems
• Segmenting clients and hyper-segmentation
• Predicting customer behavior (propensity prediction)
• Forecasting churn
• Modeling customer lifetime value
• Scoring and matching profiles
• Predicting time to events
• Estimating uplift

Who is Cleora.ai for?

Cleora.ai is designed for professionals working with data and machine learning, particularly data scientists and analytics teams who need fast, scalable embeddings without investing in specialized hardware.