Photon Research

Polaris is an AI agent that tracks companies in real-time, providing insights into their online activities. It monitors hundreds of data points and delivers AI-powered intel via email. Polaris helps users track competitors, customers, and clients to make smarter business decisions.

Vaultara Markets delivers daily, analyst-grade investor briefings powered by a sophisticated multi-stage AI pipeline. This platform meticulously monitors over a hundred news feeds and Twitter accounts, extracts and embeds relevant articles, and then intelligently clusters stories based on significance using advanced algorithms like UMAP and HDBSCAN. The system further analyzes context, key players, and market signals to filter for investor-significant stories, ultimately synthesizing them into concise, high-quality briefings. Vaultara Markets is an invaluable resource for investors, financial professionals, and anyone needing timely, relevant insights into global financial markets, geopolitical events, and corporate actions, enabling informed decision-making without the burden of sifting through vast amounts of information.

Aggregaat is an AI news aggregator for Telegram that combines Telegram channels into a single feed. It delivers updates automatically to direct messages or groups. Aggregaat is designed for community admins and businesses to monitor and filter Telegram content efficiently. It features a multilingual interface.

reddit-ai-trends is a tool that automatically generates trend reports from AI-related Reddit communities. It supports both English and Chinese languages. The tool uses the Reddit Official API and DeepSeek R1 to analyze posts, summarize key discussions, and track trends. It helps users stay up-to-date with the latest developments in the AI field.

GapTrail is a competitive intelligence tool that monitors competitor pricing, features, and messaging. It uses AI to provide insights and real-time alerts. Users can integrate GapTrail with Slack and other platforms. A free plan is available for basic monitoring needs.

Aspect-Based-Sentiment-Analysis is a tool for classifying the sentiment of potentially long texts for specific aspects. It supports explanations of model predictions to help infer the reliability of those predictions. The package is standalone, scalable, and can be extended to fit custom needs. It is built using TensorFlow.