What is MostlyAI?

Mostly AI, The data intelligence platform delivers real‑world data insights, mock data generation, synthetic data creation, and simulated data modeling. An AI Assistant allows users to query production data, generate Python code, and analyze patterns through natural language.

Synthetic data is produced with differential privacy, keeping sensitive information secure while mirroring real datasets. Mock data supports safe testing, staging, and demonstrations. Simulations predict edge cases and what‑if scenarios. Teams collaborate on shared assets, and the platform runs on Kubernetes or OpenShift for enterprise environments.

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MostlyAI's key features

Schema-compliant multi-table data
Realistic data distributions
Maintains referential integrity
No production data usage
Seamless CI/CD integration
Supports development and QA
AI-driven LLM generation

MostlyAI use cases

Generate privacy‑protected synthetic datasets for training ML models in regulated industries, avoiding PII exposure while maintaining statistical fidelity.
Collaboratively explore real‑world data with the AI assistant, allowing data scientists to query production data on Kubernetes without compromising compliance.
Simulate edge‑case scenarios for IoT devices in a Kubernetes cluster, generating mock data that tests fault tolerance and security resilience.