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
6thSense — Giving Robots Touch YC 7 2026-07-05
mesheryctl-axi GITHUB 7 2026-09-11
learning-dynamics-cl GITHUB 7 2026-09-11
A model index from the AI Gateways HN 7 2026-09-18
frascati-informatics-research GITHUB 7 2026-09-17
curriculum GITHUB 7 2026-09-16
rekursiv.ai: AI scientists that invent new knowledge YC 7 2026-07-22
Jylus HN 7 2026-09-29
Proception - The dexterous robot hand we wish existed YC 7 2026-06-29
exhibit-review GITHUB 7 2026-09-22
ULOHA GITHUB 7 2026-09-24
dataviz-skills GITHUB 7 2026-09-24
rapid-learning GITHUB 7 2026-09-24
OS3: Intelligence and Machines for Physical Labor YC 7 2026-08-11
genpark-meta-muse-episodic-memory-graph-mcp GITHUB 7 2026-09-27
aes GITHUB 7 2026-09-27
Thought Engineering HN 7 2025-10-31
Wizwand - Discover SOTA research papers on AI and Machine Learning YC 6 2026-02-25
Pulse-Field HN 6 2025-11-24
Posecode, a text language and renderer for human movement HN 6 2026-07-21
I built a museum of AI interfaces HN 6 2026-08-24
Turn commodity WiFi signals into real-time spatial intelligence HN 6 2026-07-07
Robot or Meatbag? HN 6 2026-08-18
RAX Compute Gateway HN 6 2026-08-17
Inviscid AI: Real-Time Physics Simulation For Digital Twins of Built Environments YC 6 2026-02-26
No Logo: Turn any idea into a real, manufactured product YC 6 2026-06-17
AI Motion Control HN 6 2026-01-12
Tensr - Robotic Factories that Build Robots from Humanoids to Robots for the International Space Station YC 6 2026-08-25
Aktoria Robotics is the teleoperation layer to speed up robot deployments YC 6 2026-08-06
Autostep: Measure the ROI of Knowledge Work YC 5 2026-06-23
A walkable 3D tour of a feedforward neural net HN 5 2026-08-13
Chariot HN 5 2026-07-15
Why HN 5 2026-08-14
InfiniteGPU, An open-source AI compute network,now supporting training HN 5 2026-01-10
Unified Python SDK for Multimodal AI (OpenAI, ElevenLabs, Flux, Ollama) HN 5 2026-01-21
Making Braindance from Cyberpunk 2077 a reality HN 5 2026-03-07
Moving Atoms : World Models for Robots YC 5 2026-08-17
Flop Map HN 5 2026-05-03
Temporal Context Map HN 5 2026-07-26
Open-source Robotics HN 5 2026-01-27
An AI podcast on real engineering tradeoffs HN 5 2026-07-21
A Layer for robotics dataset quality HN 5 2026-08-26
Datoric | Trustworthy data for the next generation of models YC 4 2026-07-29
Manifold - Robotic labor for the supply chain industry YC 4 2026-08-24
HLabs: US-made robot actuators and electronics YC 3 2026-03-10
Humanoid Operating System PH 2 2026-09-13
GDELT Cloud PH 2 2026-09-22
Matflow PH 2 2026-09-20
AgentManufacturing AI Skillsets PH 1 2026-09-14
PencilHB PH 1 2026-09-30