Nicheloom

Market intelligence for builders — see what's gaining traction before it's crowded.

Sources

embodied AI and robotics platforms

Recent window: last 5.2 months (2026-04-24 → 2026-09-28), compared with the prior 5.2 months.

horizontal · 270 members · Data as of 2026-09-30

These products provide autonomous hardware, simulation environments, and training datasets designed for real-world robotics and physical automation. They are built for robotics engineers, industrial manufacturers, and AI researchers developing physical agents. This cluster is distinguished by its focus on grounding artificial intelligence in the physical world through hardware design, computer vision, and embodied manipulation.

Metrics

Stage
crowded
Recent count
186
Prior count
43
Total count
270
Momentum
300.00
Attention
0.49
Crowding
0.87
Concentration
0.83
Opportunity
0.45

Opportunity components

Attention
0.49
Low crowding
0.13
Momentum (normalized)
1.00
Low concentration
0.17

Monthly trajectory

Source split

github
94 (0.51)
hn
27 (0.15)
ph
22 (0.12)
yc
43 (0.23)

Dominant source: github · Divergence: 0.39

Similar themes

Members

Name Source Upvotes ▲ Launched
Wizwand - Discover SOTA research papers on AI and Machine Learning YC 6 2026-02-25
I built a museum of AI interfaces HN 6 2026-08-24
Posecode, a text language and renderer for human movement HN 6 2026-07-21
A crowdsourced map of surveillance camera's based on OSM HN 7 2026-06-03
OS3: Intelligence and Machines for Physical Labor YC 7 2026-08-11
Built an AI that maps 17 facial dimensions and shows what to improve HN 7 2026-04-25
When Will AI? HN 7 2026-06-15
6thSense — Giving Robots Touch YC 7 2026-07-05
dataviz-skills GITHUB 7 2026-09-24
frascati-informatics-research GITHUB 7 2026-09-17
genpark-extended-kalman-filter-robot-localization-skill GITHUB 7 2026-09-28
curriculum GITHUB 7 2026-09-16
rekursiv.ai: AI scientists that invent new knowledge YC 7 2026-07-22
learning-dynamics-cl GITHUB 7 2026-09-11
exhibit-review GITHUB 7 2026-09-22
ULOHA GITHUB 7 2026-09-24
A model index from the AI Gateways HN 7 2026-09-18
rapid-learning GITHUB 7 2026-09-24
mesheryctl-axi GITHUB 7 2026-09-11
aes GITHUB 7 2026-09-27
Guess the AI model from its web design HN 7 2026-08-31
Proception - The dexterous robot hand we wish existed YC 7 2026-06-29
Jylus HN 7 2026-09-29
genpark-meta-muse-episodic-memory-graph-mcp GITHUB 7 2026-09-27
Thought Engineering HN 7 2025-10-31
Bookstoread.ai HN 8 2026-05-07
navo GITHUB 8 2026-09-15
Pacman AI HN 8 2026-06-11
math-research-collaborator GITHUB 8 2026-09-13
Mindspase PH 8 2026-09-22
A robot football league where frontier AI models manage the clubs HN 8 2026-08-26
PerfectBit: AI Training data, correct by construction YC 8 2026-05-14
Talking Computers: The AI Communication Lab YC 9 2026-03-04
UGO GITHUB 9 2026-09-26
Sureform: Turning physical expertise into training data for world models and robotics YC 9 2026-02-23
franka-stack GITHUB 9 2026-09-26
MemBodied GITHUB 9 2026-09-23
roboto-physical-ai-actions GITHUB 9 2026-09-22
Demo2Skill GITHUB 9 2026-09-17
MaiWork GITHUB 9 2026-09-28
Proprio Robotics - Autonomous Data Centers YC 9 2026-07-22
General Instinct - The deployment layer for physical intelligence YC 10 2026-05-19
Asimov 🤖: On demand human intelligence for robots YC 10 2026-03-09
YOR HN 10 2026-02-12
Awesome-Physical-AI GITHUB 10 2026-09-29
module-ballerina-a2a GITHUB 10 2026-09-10
Briddle HN 10 2025-12-09
Markov - Data for computer-use AI YC 10 2026-08-11
Wuji-Learning-Dexterous-Manipulation-from-Human-Demonstrations GITHUB 10 2026-09-17
system-design-in-depth GITHUB 10 2026-09-19