Avala AI, Inc.
Turn fleet data into better Physical AI models. Avala AI, Inc. provides a fleet learning infrastructure that ingests MCAP and RRD, imports LeRobot and ROS bag streams via SDKs, connects custom formats with adapters, and publishes traceable training releases. The platform offers versioned, traceable datasets, labeling with full audit, quality control, and model feedback loops, enabling organizations to turn their sensor data into continuously improving AI models.
Real signal across most facets with visible, nameable gaps — the contract exists but is thin, or the portal is good while governance and commercial terms are absent.
API Evangelist profiles Avala AI, Inc. the way a machine reads it — 27 machine-readable artifacts across 1 API, pulled from the provider's own public surface and indexed so a developer, an analyst, or an AI agent can evaluate it against every other provider on the network.
Every provider in the network is reduced to the same set of machine-readable artifacts — OpenAPI contracts, event specifications, GraphQL schemas, runnable collections, pricing and rate-limit signals, security posture, OAuth scopes, and the agent surfaces (MCP servers and skills) that let software drive the API on its own. We profile them because the interface is the part of a company you can actually inspect: it is a truer signal of what a provider does than any marketing page. From those artifacts we compute the Kin Score — Avala AI, Inc. scores 46.9/100 (developing), with a separate agent-readiness read of 32/100 (agent ready). The full breakdown is below, followed by every artifact we hold — each card links through to its machine-readable definition on apis.io.
Kin Score
This is the API Evangelist rating — a single, repeatable read computed from the artifacts on this page. Green fill is points earned; the red track is points possible, so every bar shows earned-versus-possible at a glance. Every facet and dimension name is a link: it opens that measurement's page on APIs.io, where the rating runs across the whole catalog — the exact checks that feed it, how every profiled provider distributes on it, and who is at the top of it.
Kin Score
How this is scored →scored 2026-11-06 · rubric v0.27.0
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How we profile Avala AI, Inc.
Each block below is one kind of artifact we hold for Avala AI, Inc.. For each we say what it is and why it earns a place in the profile, then list every one we've indexed — capped at two rows, scroll within the panel for the rest.
APIs 13
Each API is captured as its own OpenAPI definition — every operation, parameter, and response. This is the single most useful machine-readable description of what an API does, and it's what lets us score, lint, mock, and generate against it without asking the provider for anything.
Individual APIs this provider publishes, each with its own machine-readable definition.
Avala AI, Inc. Agents API
The agents API from Avala AI, Inc. — 4 operation(s) for agents.
Avala AI, Inc. Exports API
To be completed...
Avala AI, Inc. Fleet API
The fleet API from Avala AI, Inc. — 21 operation(s) for fleet.
Avala AI, Inc. Inference Providers API
The inference-providers API from Avala AI, Inc. — 3 operation(s) for inference-providers.
Avala AI, Inc. Models API
The models API from Avala AI, Inc. — 6 operation(s) for models.
Avala AI, Inc. Organizations API
The organizations API from Avala AI, Inc. — 17 operation(s) for organizations.
Avala AI, Inc. Projects API
To be completed...
Avala AI, Inc. Session Definitions API
The session-definitions API from Avala AI, Inc. — 1 operation(s) for session-definitions.
Avala AI, Inc. Slices API
The slices API from Avala AI, Inc. — 5 operation(s) for slices.
Avala AI, Inc. Storage Configs API
The storage-configs API from Avala AI, Inc. — 3 operation(s) for storage-configs.
Avala AI, Inc. Tasks API
List and retrieve annotation tasks.
Avala AI, Inc. Webhook Deliveries API
The webhook-deliveries API from Avala AI, Inc. — 2 operation(s) for webhook-deliveries.
Avala AI, Inc. Webhooks API
The webhooks API from Avala AI, Inc. — 3 operation(s) for webhooks.
Scroll within the panel for all 13 ·
Agent Skills 1
An agent skill packages the how-to for driving these APIs from an assistant — the prompts, the sequence, the guardrails — so the knowledge to use the API travels with it.
Packaged agent skills for driving this provider's APIs from an AI assistant.
agents-list
AGENT SKILLSemantic Vocabularies 1
JSON-LD contexts give the data shared meaning across APIs. We profile them because semantics are what let a machine reconcile 'customer' here with 'customer' somewhere else.
JSON-LD contexts and semantic vocabularies used across these APIs.
Avala Ai Context
JSON-LDSpectral Rules 1
Governance rulesets we run against this provider's specs — the automated checks behind parts of the score. Profiling them makes the quality bar explicit and re-runnable, not a matter of opinion.
Avala AI, Inc. API Rules
SPECTRALJSON Schema 6
Standalone JSON Schema definitions describe the data models behind the API. We profile them so the shapes are validatable on their own — useful long after a single request is forgotten.
Standalone JSON Schema definitions for this provider's data models.
DatasetItem
JSON SCHEMAOrganizationDetail
JSON SCHEMAOrganizationList
JSON SCHEMAOrganizationUpdate
JSON SCHEMAQualityTarget
JSON SCHEMAStorageConfigList
JSON SCHEMASecurity Posture 4
Authentication, domain security, vulnerability disclosure, and trust-center signals — the evidence that a provider takes security seriously enough to document it. We profile it because you can't govern what you can't see.
Authentication, domain security, vulnerability disclosure, and trust-center signals.
Agentic Access 1
An x-agentic-access contract marks which operations are safe for an agent to run on its own and which need a human in the loop. It is the difference between an API an agent can use and one it can use safely.
Recommended x-agentic-access execution contracts for AI agents.
Resources
Every other property we hold for Avala AI, Inc. — documentation, portals, status pages, policies, and corporate surface — grouped by the job it does, following the integrator's arc from getting started to running in production.
Get Started 4
Portal, sign-up, and the first successful call
Documentation 2
Reference material describing how the API behaves
Agent Surfaces 4
MCP servers, agent skills, and machine-readable catalogs
Design & Contract 7
Pagination, idempotency, versioning, errors, and events
Scroll within the panel for all 7 ·
Build 3
SDKs, sample code, and the tooling you integrate with
Access & Security 7
Authentication, authorization, and security posture
Scroll within the panel for all 7 ·
Operate 3
Status, limits, changes, and where to get help
Commercial 3
Pricing, plans, and the legal terms of use
Company 3
The organization behind the API
Other 4
Properties that don't map to a standard resource type
← All providers · Data indexed from github.com/api-evangelist/avala-ai · machine-readable index on apis.io
This is an independent, third-party profile of Avala AI, Inc., published by API Evangelist. We do not operate, host, resell, or support these APIs, and we are not affiliated with or endorsed by the company unless stated above. Everything here is built from publicly available information — the company's own site, developer portal, documentation, public repositories, and the specifications it publishes for public use. Nothing is obtained by breaching a system, defeating an access control, or using credentials.
The Kin Score and Agent Readiness rating are independently calculated assessments of a company's public API artifacts, scored against a published rubric. They are not certifications, endorsements, security assessments, or audits.
Corrections, re-scores, and removal are free — no partnership or purchase required, and you do not need to justify the request. A removed company is recorded as unrated, never scored zero for having asked. Acknowledgement within one business day; removal within two.
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