Research Diligence

AI due diligence for every product. See the research lineage, novelty score, and competitive landscape based on shared research papers.

For investors: click any product to see its full diligence report — research lineage, founder authorship, competitors on same papers, domain trends.

Allen AI (AI2)

founder-authored

by Ali Farhadi · Seattle · 4 papers · 6 competitors

NLPComputer VisionGenerative AI
58

novelty

Liquid Neural Networks

by Mathias Lechner · Cambridge · 1 papers · 1 competitors

Generative AIRobotics
57

novelty

DeepMind Robotics Research

by Raia Hadsell · London · 2 papers · 0 competitors

RoboticsReinforcement Learning
56

novelty

Cleanlab

by Jeremy Nixon · Cambridge · 2 papers · 3 competitors

MLOpsAI Safety
53

novelty

Thinking Machines Lab

by Mira Murati · San Francisco · 3 papers · 10 competitors

Generative AINLPMultimodal
42

novelty

Stable Diffusion

by Emad Mostaque · London · 3 papers · 12 competitors

Computer VisionGenerative AI
41

novelty

Sakana AI — Evolutionary Model Merging

founder-authored

by David Ha · Tokyo · 2 papers · 57 competitors

Generative AINLP
32

novelty

Lunit INSIGHT

by Hyun Kim · Boston · 4 papers · 13 competitors

Healthcare AIComputer Vision
31

novelty

Textio

by Suchen Zang · Seattle · 2 papers · 7 competitors

NLP
31

novelty

Xnor.ai (acquired by Apple)

by Rory Finnegan · Seattle · 2 papers · 8 competitors

Computer VisionOptimization
28

novelty

LAION-5B Dataset

by Ludwig Schmidt · Seattle · 2 papers · 10 competitors

Computer VisionMultimodal
28

novelty

Covariant Brain

by Peter Chen · Berkeley · 2 papers · 6 competitors

RoboticsComputer VisionReinforcement Learning
26

novelty

OpenAI API Platform

by Peter Welinder · San Francisco · 3 papers · 25 competitors

NLPGenerative AIMultimodal
25

novelty

OpenAI Engineering

by Greg Brockman · San Francisco · 3 papers · 24 competitors

NLPGenerative AI
25

novelty

OpenAI Cookbook & DevRel

by Logan Kilpatrick · San Francisco · 3 papers · 28 competitors

NLPGenerative AI
25

novelty

Pioneer Fund

by Daniel Gross · San Francisco · 2 papers · 24 competitors

Generative AI
24

novelty

AI Grants & Investments

by Nat Friedman · San Francisco · 2 papers · 24 competitors

Generative AINLP
24

novelty

Chain-of-Thought Research

by Jason Wei · San Francisco · 3 papers · 27 competitors

NLPGenerative AI
24

novelty

Neurala Brain Builder

by Marc Pare · Boston · 3 papers · 8 competitors

Computer VisionRobotics
22

novelty

Runway Gen-3

by Cristóbal Valenzuela · NYC · 3 papers · 13 competitors

Computer VisionGenerative AI
21

novelty

Snorkel AI

by Alex Ratner · Boston · 2 papers · 58 competitors

MLOpsGenerative AI
21

novelty

OLMo

by Dirk Groeneveld · Seattle · 3 papers · 59 competitors

NLPGenerative AI
21

novelty

Mighty AI (acquired by Uber)

by Max Friedman · Seattle · 2 papers · 8 competitors

Computer VisionRobotics
21

novelty

Latent Space & smol.ai

by Swyx (Shawn Wang) · San Francisco · 3 papers · 66 competitors

NLPGenerative AI
21

novelty

Replit

by Amjad Masad · San Francisco · 3 papers · 66 competitors

Generative AINLP
21

novelty

llm

by Simon Willison · San Francisco · 1 papers · 22 competitors

NLPGenerative AI
21

novelty

Pinecone AI Education & Canopy

by James Briggs · London · 2 papers · 59 competitors

NLPGenerative AI
20

novelty

Perplexity AI

by Aravind Srinivas · San Francisco · 2 papers · 59 competitors

NLPGenerative AI
20

novelty

Cohere

by Aidan Gomez · Cambridge · 3 papers · 58 competitors

NLPGenerative AI
20

novelty

Hugging Face Transformers

by Clem Delangue · New York · 3 papers · 58 competitors

NLPGenerative AIComputer Vision
20

novelty

LangChain

by Harrison Chase · San Francisco · 3 papers · 64 competitors

NLPGenerative AI
20

novelty

timm (PyTorch Image Models)

by Ross Wightman · Vancouver · 3 papers · 15 competitors

Computer Vision
19

novelty

RAG (Retrieval-Augmented Generation)

by Patrick Lewis · London · 3 papers · 59 competitors

NLPGenerative AI
19

novelty

Contextual AI RAG 2.0

by Douwe Kiela · San Francisco · 3 papers · 59 competitors

NLPGenerative AI
19

novelty

Liquid Foundation Models

by Ramin Hasani · Cambridge · 2 papers · 58 competitors

Generative AIRobotics
19

novelty

Build a Large Language Model From Scratch

by Sebastian Raschka · Austin · 2 papers · 64 competitors

NLPGenerative AI
18

novelty

Diffusers

by Sayak Paul · Bangalore · 3 papers · 13 competitors

Computer VisionGenerative AI
18

novelty

Imbue AI Agents

by Kanjun Qiu · San Francisco · 2 papers · 64 competitors

Generative AINLP
18

novelty

Jasper AI

by Dave Rogenmoser · Austin · 2 papers · 64 competitors

NLPGenerative AI
18

novelty

Character.AI

by Daniel De Freitas · Palo Alto · 2 papers · 64 competitors

NLPGenerative AI
18

novelty

AssemblyAI Universal-2

by Dylan Fox · San Francisco · 2 papers · 57 competitors

Audio AINLP
18

novelty

Megatron-LM

by Bryan Catanzaro · Santa Clara · 2 papers · 57 competitors

NLPGenerative AI
18

novelty

ALiBi Positional Encoding

by Ofir Press · Princeton · 2 papers · 57 competitors

NLPGenerative AI
18

novelty

ML Paper Explanations (YouTube)

by Yannic Kilcher · Zurich · 3 papers · 65 competitors

NLPGenerative AI
18

novelty

v0 by Vercel

by Guillermo Rauch · San Francisco · 2 papers · 64 competitors

Generative AINLP
18

novelty

DocETL

by Shreya Shankar · Berkeley · 2 papers · 64 competitors

NLPGenerative AI
18

novelty

nanoGPT

by Andrej Karpathy · San Francisco · 2 papers · 64 competitors

NLPGenerative AI
18

novelty

MosaicML / DBRX

by Jonathan Frankle · Boston · 3 papers · 64 competitors

NLPGenerative AIOptimization
18

novelty

Ideogram

by Mohammad Norouzi · Toronto · 2 papers · 13 competitors

Computer VisionGenerative AI
17

novelty

GPT-NeoX / Pythia

by Stella Biderman · NYC · 3 papers · 64 competitors

NLPGenerative AI
17

novelty

Mistral AI Models

by Arthur Mensch · Paris · 2 papers · 57 competitors

NLPGenerative AI
17

novelty

Midjourney

by David Holz · San Francisco · 2 papers · 13 competitors

Computer VisionGenerative AI
17

novelty

Photoroom

by Matthieu Rouif · Paris · 2 papers · 13 competitors

Computer VisionGenerative AI
17

novelty

Semantic Scholar

by Michael Schmitz · Seattle · 3 papers · 59 competitors

NLPGenerative AI
17

novelty

Lexion AI

by Ammad Ahmad · Seattle · 3 papers · 59 competitors

NLPGenerative AI
17

novelty

Stable Diffusion / FLUX

by Robin Rombach · Berlin · 2 papers · 13 competitors

Computer VisionGenerative AI
17

novelty

Craiyon (DALL-E Mini)

by Boris Dayma · Toronto · 2 papers · 13 competitors

Computer VisionGenerative AI
17

novelty

Hugging Face Spaces & Demos

by Apolinário Passos · Amsterdam · 2 papers · 13 competitors

Generative AIComputer Vision
17

novelty

Qwen

by Junyang Lin · Beijing · 3 papers · 64 competitors

NLPGenerative AIMultimodal
17

novelty

Inflection Pi / Microsoft AI

by Mustafa Suleyman · London · 2 papers · 57 competitors

NLPGenerative AI
16

novelty

Deepgram Nova-2

by Scott Stephenson · San Francisco · 1 papers · 57 competitors

Audio AINLP
15

novelty

Run:ai

by Abid Javed · Boston · 1 papers · 57 competitors

MLOpsOptimization
15

novelty

LoRA

by Edward Hu · NYC · 2 papers · 57 competitors

NLPGenerative AI
15

novelty

bitsandbytes / QLoRA

by Tim Dettmers · Seattle · 3 papers · 57 competitors

Generative AINLP
15

novelty

Reka AI Models

by Yi Tay · Singapore · 2 papers · 57 competitors

MultimodalGenerative AINLP
15

novelty

PaLM Training Infrastructure

by Reiner Pope · Sydney · 2 papers · 57 competitors

Generative AINLP
15

novelty

Open Assistant

by Christoph Schuhmann · Hamburg · 2 papers · 57 competitors

NLPGenerative AI
15

novelty

Lil'Log

by Lilian Weng · San Francisco · 3 papers · 67 competitors

NLPGenerative AIReinforcement Learning
15

novelty

DSPy

by Omar Khattab · Stanford · 2 papers · 57 competitors

NLPGenerative AI
15

novelty

Suno AI

by Martin Camacho · Cambridge · 2 papers · 58 competitors

Speech & AudioGenerative AI
15

novelty

ElevenLabs Voice AI

by Mati Staniszewski · NYC · 2 papers · 57 competitors

Audio AIGenerative AI
14

novelty

Hugging Face Transformers

by Thomas Wolf · Paris · 3 papers · 64 competitors

NLPGenerative AIComputer Vision
14

novelty

Mamba

by Albert Gu · Pittsburgh · 2 papers · 57 competitors

Generative AINLP
14

novelty

Circuits / Mechanistic Interpretability

by Chris Olah · San Francisco · 2 papers · 57 competitors

Generative AIAI Safety
14

novelty

sentence-transformers

by Nils Reimers · Berlin · 2 papers · 57 competitors

NLPGenerative AI
13

novelty

Weights & Biases

by Lukas Biewald · Boston · 2 papers · 60 competitors

MLOpsGenerative AI
13

novelty

DataRobot

by Jeremy Fiance · Boston · 2 papers · 60 competitors

MLOpsGenerative AI
13

novelty

Scale AI Data Platform

by Alexandr Wang · San Francisco · 2 papers · 14 competitors

Computer VisionNLPGenerative AI
13

novelty

TRL (Transformer Reinforcement Learning)

by Lewis Tunstall · Zurich · 2 papers · 57 competitors

NLPGenerative AIReinforcement Learning
12

novelty

Together AI Platform

by Vinicius Moens · San Francisco · 2 papers · 57 competitors

Generative AINLP
12

novelty

FlashAttention

by Tri Dao · Princeton · 2 papers · 57 competitors

Generative AINLP
12

novelty

Hugging Face Inference Endpoints

by Philipp Schmid · Berlin · 2 papers · 57 competitors

NLPGenerative AI
11

novelty

Adept ACT-1

by David Luan · San Francisco · 2 papers · 57 competitors

Generative AINLP
11

novelty

PyTorch

by Soumith Chintala · NYC · 3 papers · 60 competitors

Generative AIComputer VisionNLP
11

novelty

openpilot

by George Hotz · San Diego · 2 papers · 15 competitors

Computer VisionRobotics
11

novelty

Pika

by Demi Guo · San Francisco · 2 papers · 13 competitors

Computer VisionGenerative AI
9

novelty

Synthesia EXPRESSIVE-1

by Victor Riparbelli · London · 2 papers · 13 competitors

Computer VisionGenerative AI
9

novelty

Machine Learning Mastery

by Jason Brownlee · Sydney · 3 papers · 66 competitors

NLPComputer VisionGenerative AI
7

novelty

MIT 6.S191 — Introduction to Deep Learning

by Alexander Amini · Cambridge · 6 papers · 64 competitors

Generative AIComputer Vision
6

novelty

fast.ai

by Jeremy Howard · San Francisco · 3 papers · 60 competitors

Generative AIComputer VisionNLP
0

novelty

tinygrad

by George Hotz · San Diego · 2 papers · 58 competitors

Generative AIOptimization
0

novelty