Nicheloom

The opportunity tracker for new startups.

Sources

embodied AI and robotics platforms

Recent window: last 5.3 months (2026-04-28 → 2026-10-05), compared with the prior 5.3 months.

horizontal · 218 members · Data as of 2026-10-08

These products provide datasets, simulation environments, foundation models, and autonomous hardware for embodied intelligence and physical automation. They are built for robotics engineers, AI researchers, and industrial automation teams developing smart machines. Unlike general software AI agent tools, this cluster specifically focuses on physical-world perception, robotics control, and multimodal training pipelines.

Metrics

Stage
crowded
Recent count
158
Prior count
28
Total count
218
Momentum
300.00
Attention
0.49
Crowding
0.76
Concentration
0.84
Opportunity
0.47

Opportunity components

Attention
0.49
Low crowding
0.24
Momentum (normalized)
1.00
Low concentration
0.16

Source split

github
82 (0.52)
hn
17 (0.11)
ph
26 (0.16)
yc
33 (0.21)

Dominant source: github · Divergence: 0.41

Similar niches

Monthly trajectory

Members

Name Source Upvotes ▼ Launched
Luel: The Marketplace for Multimodal Data YC 766 2026-02-02
Awesome-Astra-Embodied-AI GITHUB 758 2026-09-12
Dream-RSI GITHUB 467 2026-09-13
Libra Robotics: Robots That Build Solar Farms Together YC 374 2026-08-18
Valen GITHUB 317 2026-09-23
Forge Robotics - The Future of Manufacturing YC 284 2025-11-10
Allus AI — Vision Foundation Model for Manufacturing YC 282 2025-11-10
jev-align GITHUB 281 2026-09-19
Phyzical_org GITHUB 258 2026-09-09
Pegasus 1.6 by TwelveLabs PH 250 2026-10-07
δ Thesis: Building the frontier of AI discovery YC 232 2025-11-11
embodied-jev GITHUB 222 2026-09-20
Pavoot: Create event experiences that convert YC 183 2026-05-06
Lightberry - Robots with Soul YC 178 2025-11-04
Grok 4.5 PH 172 2026-07-27
ai-model-world GITHUB 162 2026-09-17
skills GITHUB 160 2026-09-19
hillclimb - Training data derived from human superintelligence YC 155 2025-11-15
LongCat-2.0 PH 154 2026-07-07
llm-robotics-playground GITHUB 149 2026-09-17
Ontora - The Discovery Layer for AI Transformation YC 122 2026-06-08
Efference - Helping robots see like humans do YC 122 2025-11-04
system1-agents GITHUB 120 2026-09-22
system-design-trainer GITHUB 110 2026-09-28
Moss: Real-time Semantic Search for Conversational AI YC 107 2025-10-30
silver-tourism-digital-twin GITHUB 90 2026-09-29
MathmoBench GITHUB 88 2026-09-23
CirclePanel PH 88 2026-10-05
Thinking Orbs PH 83 2026-10-04
Hebbian Robotics - APIs for searching and analyzing Physical AI data at scale YC 81 2026-08-09
How Stale Is Your AI? Release age and training cutoff for 20 models HN 81 2026-09-16
ant-1 GITHUB 80 2026-09-12
Neuromorphic - Building an embodiment-agnostic “brain” that makes robots fast to deploy YC 73 2026-08-10
Kodro PH 72 2026-09-15
Simple-WAM GITHUB 65 2026-09-28
neural-creator-dashboard GITHUB 64 2026-10-06
Shiraz AI: Robots that learn on the job YC 63 2026-08-12
Osseus: The intelligent development platform for robotics YC 59 2026-08-11
Yondu AI ➡️ Enabling the robot workforce of the future YC 58 2025-11-14
Awesome-Multimodal-Embodied-Agent GITHUB 58 2026-09-10
awesome-rsi GITHUB 56 2026-09-12
Video2World GITHUB 55 2026-10-05
Dreamscale Labs: Running robot brains in the cloud YC 51 2026-09-17
AIML-workshop GITHUB 51 2026-09-20
Nova: The world’s most human-like AI interviewer YC 47 2025-12-02
WorldPlay2 GITHUB 46 2026-09-28
InternW0-Delta GITHUB 45 2026-09-24
star-projects GITHUB 41 2026-09-22
Traverse - Data Research for the Non-Verifiable YC 41 2026-03-06
fde-workbench GITHUB 39 2026-09-28