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.

Knowledgie is an AI-powered research assistant that delivers fact-based answers and summaries backed by millions of research papers, with features for searching by question, chatting with PDFs, building a knowledge base, automated citation generation, and cloud PDF storage.

Mathpix provides OCR-powered document conversion tools and developer APIs to convert PDFs and images into searchable, exportable, machine-readable text with deep STEM support for math, chemistry, handwriting, tables, and multilingual content.

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.