ThoughtDAG is an open-source, desktop-first application that makes LLM context visible, editable, and reproducible by representing context as an editable directed acyclic graph (wires = context) and letting users preview and control exactly what the model receives.

PilotCite is a SaaS platform that helps brands monitor and improve their visibility in AI-generated answers (ChatGPT, Perplexity, Google AI, Gemini, Claude, Copilot, Grok) by tracking citations, auditing site citability, benchmarking competitors, and generating source-backed content.

SysEdge is an ontological knowledge graph and CLI for multi-agent Claude Code and Kimi Code teams that models requirements, tests, and architecture standards to surface specification, test, and standards gaps before code ships and to reduce agent orientation tokens.

Korvo is a local-first private research and decision workspace for macOS that organizes files, generates and verifies evidence-backed analyses using connected models (cloud or local), preserves decision history, and supports a two-model critique workflow.

Embench is a browser-based retrieval lab that lets you index a corpus and compare retrieval stacks (semantic, BM25 keyword, grep, hybrid, and reranked) side-by-side with inline evaluation metrics (precision, recall, MRR). It provides embedded open-source models and a stable JSON REST contract for runs.

A 2026 open-access preprint reporting an empirical study that measures disagreement among five frontier large language models (LLMs) when adjudicating 1,000 real-world fact-checking claims; includes dataset, harness, and raw results.

UserEvaluation is an AI-first user research platform that hires AI agents to recruit participants, run interviews and surveys, transcribe and analyze audio/video/text, and produce cited reports, decks, and clips for research teams.

Doclime is an AI-powered tool that lets you chat with PDF files to get accurate answers, summaries, and referenced extractions from textbooks, research papers, legal documents, and other PDFs. It supports scanned PDFs (OCR), vision-based screenshots, multi-document chat, and is built on AWS with encryption for enterprise-grade security.

Bearly is a private AI workspace that provides encrypted, cross-platform tools for research, coding, content creation, team collaboration, and enterprise controls, with support for multiple large language models and developer tools.

Monkt is a document processing platform that converts PDFs, Word, PowerPoint, Excel, CSV, images and web pages into AI-ready Markdown or structured JSON, with features for batch processing, custom JSON schemas, image understanding, and REST API integration.

Extruct AI is a company research API that lets teams find and research companies from a curated 10M-company index or the live web, returning source-backed answers for use in AI workflows, market research, and sales prospecting.