Instance
Instance (Instance Labs) is a Y Combinator-backed (Summer 2026) company building a verification layer for robot learning. Their platform ingests raw robot rollouts and episode footage from any robot or camera angle and automatically judges whether a task was completed successfully, returning a verdict with supporting evidence and a detailed subtask breakdown. The company positions itself as the ground-truth / success-detection layer that lets robotics teams trust their training data and train policies faster, and reports its verifier reaching higher accuracy than frontier vision-language models at a fraction of the latency across 10,000+ human-labeled episodes on 7 robot platforms. Founded by MIT computer scientists with backgrounds at SpaceX, AWS, and NASA JPL. Today the product is exposed as a hosted demo (submit videos or capture a live rollout for verification); there is no publicly documented developer API, SDK, or OpenAPI at this time.
Instance publishes 28 API contracts indexed on the APIs.io network, including Archive API, Audit API, Batch API, and 25 more. Tagged areas include Company, Robotics, Machine Learning, Verification, and Evaluation.
The Instance catalog on APIs.io includes 1 Spectral governance ruleset.
Instance’s developer surface includes support and 16 more developer resources.
Kin Score
Standards implemented 1
Standards this provider implements or carries. De facto ones are profiled and measured by the API Commons; formal ones come from the standards directory and are linked by the provider's own tags. The evidence column says how each claim was established — not that it was made.
APIs 28
Individual APIs this provider publishes, each with its own machine-readable definition.
Instance Archive API
The Archive API from Instance — 1 operation(s) for archive.
Instance Audit API
The Audit API from Instance — 3 operation(s) for audit.
Instance Batch API
The Batch API from Instance — 2 operation(s) for batch.
Instance Captions API
The Captions API from Instance — 1 operation(s) for captions.
Instance Clip API
The Clip API from Instance — 1 operation(s) for clip.
Instance Download API
The Download API from Instance — 1 operation(s) for download.
Instance Example API
The Example API from Instance — 1 operation(s) for example.
Instance Examples API
The Examples API from Instance — 1 operation(s) for examples.
Instance Fast API
The Fast API from Instance — 1 operation(s) for fast.
Instance Feed API
The Feed API from Instance — 2 operation(s) for feed.
Instance H1 API
The H1 API from Instance — 1 operation(s) for h1.
Instance Health API
The Health API from Instance — 1 operation(s) for health.
Instance Ingest API
The Ingest API from Instance — 1 operation(s) for ingest.
Instance Job API
The Job API from Instance — 1 operation(s) for job.
Instance Live Example API
The Live Example API from Instance — 1 operation(s) for live example.
Instance Live Example Video API
The Live Example Video API from Instance — 1 operation(s) for live example video.
Instance Live State API
The Live State API from Instance — 1 operation(s) for live state.
Instance Opus API
The Opus API from Instance — 1 operation(s) for opus.
Instance Qr API
The Qr API from Instance — 1 operation(s) for qr.
Instance Record API
The Record API from Instance — 1 operation(s) for record.
Instance Robot Rollout Verifier API
The Robot Rollout Verifier API from Instance — 1 operation(s) for robot rollout verifier.
Instance Segment API
The Segment API from Instance — 1 operation(s) for segment.
Instance Subtasks API
The Subtasks API from Instance — 1 operation(s) for subtasks.
Instance Subtasks Trace API
The Subtasks Trace API from Instance — 1 operation(s) for subtasks trace.
Instance Upload API
The Upload API from Instance — 2 operation(s) for upload.
Instance Usage API
The Usage API from Instance — 2 operation(s) for usage.
Instance Verify API
The Verify API from Instance — 3 operation(s) for verify.
Instance Verify Frames API
The Verify Frames API from Instance — 1 operation(s) for verify frames.
Scroll for all 28
Open Collections 28
Open, tool-agnostic API collections (OpenAPI-derived and Bruno).
Robot rollout verifier Archive API
OPEN COLLECTIONRobot rollout verifier Archive Audit API
OPEN COLLECTIONRobot rollout verifier Archive Batch API
OPEN COLLECTIONRobot rollout verifier Archive Captions API
OPEN COLLECTIONRobot rollout verifier Archive Clip API
OPEN COLLECTIONRobot rollout verifier Archive Download API
OPEN COLLECTIONRobot rollout verifier Archive Example API
OPEN COLLECTIONRobot rollout verifier Archive Examples API
OPEN COLLECTIONRobot rollout verifier Archive Fast API
OPEN COLLECTIONRobot rollout verifier Archive Feed API
OPEN COLLECTIONRobot rollout verifier Archive H1 API
OPEN COLLECTIONRobot rollout verifier Archive Health API
OPEN COLLECTIONRobot rollout verifier Archive Ingest API
OPEN COLLECTIONRobot rollout verifier Archive Job API
OPEN COLLECTIONRobot rollout verifier Archive Live Example API
OPEN COLLECTIONRobot rollout verifier Archive Live Example Video API
OPEN COLLECTIONRobot rollout verifier Archive Live State API
OPEN COLLECTIONRobot rollout verifier Archive Opus API
OPEN COLLECTIONRobot rollout verifier Archive Qr API
OPEN COLLECTIONRobot rollout verifier Archive Record API
OPEN COLLECTIONArchive Robot Rollout Verifier API
OPEN COLLECTIONRobot rollout verifier Archive Segment API
OPEN COLLECTIONRobot rollout verifier Archive Subtasks API
OPEN COLLECTIONRobot rollout verifier Archive Subtasks Trace API
OPEN COLLECTIONRobot rollout verifier Archive Upload API
OPEN COLLECTIONRobot rollout verifier Archive Usage API
OPEN COLLECTIONRobot rollout verifier Archive Verify API
OPEN COLLECTIONRobot rollout verifier Archive Verify Frames API
OPEN COLLECTIONScroll for all 28
Agent Skills 2
Packaged agent skills for driving this provider's APIs from an AI assistant.
Batch-verify robot rollouts
AGENT SKILLVerify a robot rollout
AGENT SKILLSpectral Rules 1
Spectral governance rulesets for linting and validating these APIs.
Instance API Rules
SPECTRALOpenAPI Overlays 1
Overlays applied on top of this provider's contracts. Each card says who wrote it: a document the provider publishes, or one API Evangelist derived or generated.
Instance Verifier Overlay
DERIVEDSecurity Posture 1
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access 1
Recommended x-agentic-access execution contracts for AI agents.
Resources
Get Started 1
Portal, sign-up, and the first successful call
Agent Surfaces 5
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 5
Pagination, idempotency, versioning, errors, and events
Access & Security 1
Authentication, authorization, and security posture
Operate 1
Status, limits, changes, and where to get help
Company 3
The organization behind the API
Other 1
Properties that don't map to a standard resource type
Source (apis.yml)
Instance API — frequently asked questions
Does Instance have an API?
Yes. APIs.io lists 28 APIs from Instance, including Instance Archive API, Instance Audit API and Instance Batch API, and 25 more.
Is there an OpenAPI specification for the Instance API?
Yes. APIs.io indexes 28 OpenAPI specifications for Instance, each linked for download from this page.
Is the Instance API ready for AI agents?
Instance has a Kin Score of 18.9 out of 100 (emerging) and an Agent Readiness score of 23.1 (agent-aware), scored by API Evangelist on 2026-11-06.
Work with this as data
Every provider here is available over the APIs.io API and to AI agents over MCP.