Efference AI

Efference AI is a robotics perception and compute company building the hardware-plus-software foundation for data-driven robotics at scale. Founded in 2025 by Gianluca Bencomo and based in San Francisco (Y Combinator Fall 2025), Efference treats machine vision as a software problem, pairing affordable stereo-camera hardware with learned 3D-perception foundation models ("cheap hardware + great algorithms"). Its M1 device targets distributed, robotics-grade data collection at scale, while the H1 stereo system is built for real-time cloud inference with foundation models. The company serves autonomous vehicles, humanoid robots, and drones, and publishes hardware-interfacing documentation and firmware through its GitHub organization. As of this profile Efference exposes no public developer API, OpenAPI, or authenticated service surface.

Efference AI is profiled on the APIs.io network. Tagged areas include Company, Robotics, Computer Vision, Perception, and Hardware.

Efference AI’s developer surface includes documentation, support, and 3 more developer resources.

🌐 Visit website 📡 Source on GitHub

10.0/100 minimal ▬ flat Agent 0/100 human only Full breakdown ↓
scored 2026-07-27 · rubric v0.5

0 APIs

CompanyRoboticsComputer VisionPerceptionHardwareStereo CamerasEdge AIAutonomous SystemsFoundation Models

Kin Score

Kin Score How this is scored →
scored 2026-07-27 · rubric v0.5

Composite quality — 10.0/100 · minimal

Contract Quality 0.0 / 25

Developer Ergonomics 2.6 / 20

Commercial Clarity 0.0 / 20

Operational Transparency 0.7 / 13

Governance 0.0 / 12

Discoverability 6.8 / 10

Agent readiness — 0/100 · human only

Machine-Readable Contract 0 / 18

Agentic Access Contract 0 / 15

MCP Server 0 / 12

Machine-Readable Auth 0 / 10

Idempotency 0 / 9

Stable Error Semantics 0 / 8

Request/Response Examples 0 / 7

Rate-Limit Signaling 0 / 7

Typed Event Surface 0 / 6

Agent Skills 0 / 5

Well-Known Catalog 0 / 4

Consent & Bot Identity 0 / 3

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Documentation 1

Reference material describing how the API behaves

Documentation

Documentation

Build 1

SDKs, sample code, and the tooling you integrate with

GitHubOrganization

GitHubOrganization

Access & Security 1

Authentication, authorization, and security posture

DomainSecurity

DomainSecurity

Operate 1

Status, limits, changes, and where to get help

Support

Support

Company 1

The organization behind the API

Website

Website

Source (apis.yml)

aid: efference-ai
name: Efference AI
description: Efference AI is a robotics perception and compute company building the hardware-plus-software foundation for
  data-driven robotics at scale. Founded in 2025 by Gianluca Bencomo and based in San Francisco (Y Combinator Fall 2025),
  Efference treats machine vision as a software problem, pairing affordable stereo-camera hardware with learned 3D-perception
  foundation models ("cheap hardware + great algorithms"). Its M1 device targets distributed, robotics-grade data collection
  at scale, while the H1 stereo system is built for real-time cloud inference with foundation models. The company serves autonomous
  vehicles, humanoid robots, and drones, and publishes hardware-interfacing documentation and firmware through its GitHub
  organization. As of this profile Efference exposes no public developer API, OpenAPI, or authenticated service surface.
url: https://raw.githubusercontent.com/api-evangelist/efference-ai/refs/heads/main/apis.yml
x-type: company
x-source: vc-portfolio
x-backed-by:
- 500-global
x-tier: stub
x-tier-reason: portfolio-lead
accessModel:
  pricing: unknown
  onboarding: unknown
  trial: false
  try_now: false
  public: false
  label: Unknown
  confidence: low
  source: []
  generated: '2026-07-22'
  method: derived
image: https://raw.githubusercontent.com/EfferenceAI/docs/main/logo/light.png
specificationVersion: '0.20'
created: '2026-07-17'
modified: '2026-07-19'
tags:
- Company
- Robotics
- Computer Vision
- Perception
- Hardware
- Stereo Cameras
- Edge AI
- Autonomous Systems
- Foundation Models
apis: []
maintainers:
- FN: Kin Lane
  email: kin@apievangelist.com
- FN: APIs.json
  email: info@apis.io
common:
- type: DomainSecurity
  url: security/efference-ai-domain-security.yml
- type: Website
  url: https://efference.ai
- type: Documentation
  url: https://docs.efference.ai
- type: GitHubOrganization
  url: https://github.com/EfferenceAI
- type: Support
  url: https://efference.ai/contact/
x-enrichment:
  date: '2026-07-19'
  status: backfilled
  pass: local-v1
  note: backfilled from .gitignore signal + verified work evidence