Instance: Automated evaluation for robot policies, starting with the success detector
Today, evaluating a robot policy means humans have to watch the robot roll out, mark success, and reset the scene – we're automating that.
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YC · launched Jul 13, 2026 · 36 upvotes (top 16%) · 1 view
Niche: robotics software and platforms · 195 launches, 9 in the last 7 days ▼ -36% · Explore this niche →
Category and tags
- Horizontal
- Observability & eval
- B2B
- AI-native
- Commercial product
- Robotics
- AI
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More like this: all 195 launches in robotics software and platforms →
Could you build this?
No Automating physical policy evaluation and success detection for robotics requires advanced computer vision, 3D scene understanding, physical AI research, and specialized hardware-in-the-loop robotics testbeds.
What it would actually take: Building this requires multimodal spatial foundation models or vision-language-action (VLA) models fine-tuned to evaluate fine-grained robotic manipulation tasks from multi-camera feeds and sensor telemetry (depth, proprioception, contact forces). The backend needs real-time video streaming infrastructure integrated with robot middleware (ROS 2, gRPC), automated scene-reset actuators or reset policies, and rigorous ground-truth validation pipelines. It requires PhD-level expertise in physical AI, robotics manipulation, and spatial temporal computer vision.
Competitors
Other products that read as similar to this one : 232 launches clear the similarity bar, closest 8 shown.
Attention rank: #30 of 233 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 251 days after the earliest competitor.
- BluPe · ph · 2026-10-14 · 2 upvotes · similarity 0.49
- Robocurve — Real-World Evaluations of Physical AI · yc · 2026-08-27 · 12 upvotes · similarity 0.46
- ManiLoop · github · 2026-09-16 · 12 upvotes · similarity 0.46
- One Robot - World models for robots · yc · 2026-02-25 · 18 upvotes · similarity 0.42
- EvalRouter by Kimpton: One API for AI evaluation · yc · 2026-10-01 · 6 upvotes · similarity 0.42
- genpark-agent-multi-turn-eval-scorer-skill · github · 2026-09-26 · 7 upvotes · similarity 0.42
- open-guardrail · github · 2026-11-04 · 30 upvotes · similarity 0.42
- Moving Atoms : World Models for Robots · yc · 2026-08-17 · 5 upvotes · similarity 0.41
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