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Hummingbirds AI

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uuid000621c

Namestring
Hummingbirds AI
Legal namestring
Hummingbirds AI Inc
Websiteurl
hummingbirds.ai
Company typeenum
Private
Founded yearint
2020
Descriptiontext

Hummingbirds AI is a privately held U.S. company founded in 2020 and headquartered in Aventura, Florida, that builds privacy-first continuous authentication software under the Guacamole™ brand. Its flagship products — Guacamole, GuacamoleID (the Windows desktop enterprise application) and the newer GuacamoleCX — perform continuous facial recognition authentication entirely on-device using standard RGB cameras, combining computer vision, machine learning and neuroscience-inspired methods including gaze-based liveness detection and randomized eye-movement prompts to defeat spoofing. The system auto-locks devices when the user walks away and auto-unlocks on return, integrates with Zoom, Teams and Google Meet via a virtual camera, and ships with shoulder-surfing screen blur and audit-grade event logging. Enterprise editions add a server component deployable on container-compatible platforms and an MSI-based mass deployment path for Windows estates.

The company targets verticals that face high authentication friction — healthcare, finance and banking, BPO and outsourcing, manufacturing, government, and personal/remote workers — with healthcare and finance positioned as primary. It monetizes through software subscription licensing for connected enterprise deployments plus one-time licenses for the standalone Windows desktop application, with all sales routed through demo requests, sales consultation and ROI analysis rather than publicly disclosed pricing tiers. Distribution runs along three channels: direct enterprise field sales for large deployments, the Intel Storefront (with OpenVINO hardware acceleration) for channel reach, and self-serve Windows desktop downloads for individual users. The company lists HIPAA, GDPR and CJIS compliance and has received industry recognition including TechCrunch Disrupt 2020 top picks and the 2022 Vision Tank Judges' Award from the Edge AI + Vision Alliance.

Leadership comprises CEO Dr. Nima Schei (co-creator of BELBIC, the first emotionally-inspired AI-based controller), CMO Sara Zargaran (covering partnership development across Europe and the Americas), and CTO Dr. Hamed Tabkhi (founder of the TeCSAR research lab at UNC Charlotte). Ownership remains with the founders; no parent company, institutional funding rounds, acquisitions, or subsidiaries are disclosed in the input data.

Short descriptiontext

Hummingbirds AI builds Guacamole™, a privacy-first, on-device continuous facial authentication platform that auto-locks devices and protects screens for healthcare, finance, BPO, manufacturing, government and remote-work users across enterprise and self-serve deployments.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersMiami Beach, United States
HQ citystring
Miami Beach
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
continuous authentication, facial recognition software, biometric security platform, identity verification, edge AI processing
NAICS code2 codes
  • Security Systems Services (except Locksmiths)561621
  • Security Systems Services56162
Product category
Biometric Identity & Access Management
GTM motion2 records

Each record includes

Type, Description, Source

Revenue model2 records
1Software Subscription License
TypeSubscription Recurring
Description

The EULA and company materials reference subscription-based licensing for the Guacamole software, with different tiers for standalone and connected enterprise editions. Enterprise editions include a server component deployable on container-compatible platforms.

hummingbirds.ai
2Windows Desktop Application
TypeOne Time License
Description

GuacamoleID is distributed as a Windows Desktop application with MSI Windows mass deployment installer for enterprise rollouts across multiple devices.

hummingbirds.ai
Marketing channels6 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels3 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components4 values
Technology or R&D, Personnel, Marketing or Sales, Operations
GTM typeB2B
B2B
Offering typeSoftware
Software
Brand1 of 3 records shown
1Guacamole
Description

Continuous touchless authentication software that provides real-time facial recognition and screen privacy protection.

hummingbirds.ai
+2 more records
Core offering1 text field

Hummingbirds AI develops and sells Guacamole™, a privacy-first, edge-based continuous authentication platform that uses on-device computer vision and facial recognition to verify user identity throughout an active session. The software performs real-time liveness detection, automatically locks devices when the user walks away, unlocks on return, and applies screen blur to block shoulder-surfing, with all biometric data processed locally and no cloud transmission.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 5 values shown
  • Healthcare workers save 2+ hours per shift by eliminating password authentication friction
+4 more records
Product overview1 text field

Hummingbirds AI offers Guacamole™ as its flagship product line—a privacy-first continuous authentication platform. The primary offering is Guacamole™ (including the GuacamoleID Windows desktop application) which provides edge-based, touchless continuous facial authentication that automatically locks devices when users leave and unlocks upon return. The company previously offered DoBushi, a home security application, before pivoting to enterprise authentication solutions in late 2020. All products process data locally on-device with no cloud dependency, ensuring complete privacy.

Product and service3 records
1Guacamole™
CategoryContinuous Authentication Platform
Description

Edge-based, privacy-first continuous authentication platform that locks the device when the user leaves, unlocks on return, and protects the screen from prying eyes—all without the cloud, passwords, or interruptions. Delivers 99.9% facial matching accuracy, 99.8% spoof protection, and 30 ms response time.

2GuacamoleID
CategoryEnterprise Authentication Software
Description

Windows desktop application delivering touchless continuous facial authentication for enterprise security, with shoulder-surfing protection, anti-spoofing, dark mode, and access audit logs. Enterprise editions include a server component deployable on container-compatible platforms and MSI mass-deployment for thousands of devices.

3GuacamoleCX
CategoryCustomer Experience Authentication Software
Description

Customer-experience focused variant of the Guacamole authentication platform, extending continuous authentication capabilities to customer-facing use cases.

Scale indicator7 records

Each record includes

Type, Value, Description, Source

Partnership1 partner
Strategic tierCoreTypeTechnology or Integration
Description

Hummingbirds AI's Guacamole is listed on the Intel Storefront as Guacamole Continuous AI-driven authentication. The product is optimized for Intel platforms with OpenVINO acceleration for maximum performance. This partnership provides enterprise distribution through Intel's partner ecosystem and validates the technology's compatibility with Intel hardware.

Recent move5 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight5 records

Each record includes

Type, Description

Peers10 records
1HYPR
TypeDirect peer
Description

HYPR provides passwordless and continuous identity assurance using biometric and behavioral signals for enterprise authentication — directly comparable to Hummingbirds AI's continuous facial authentication approach for the same regulated buyer.

TypeDirect peer
Description

Beyond Identity delivers passwordless, device-bound biometric authentication with risk-based continuous verification, competing for the same enterprise authentication budget and security-conscious verticals as Hummingbirds AI.

TypeDirect peer
Description

1Kosmos offers decentralized identity and biometric authentication with strong identity-proofing and workforce access use cases, overlapping directly with Hummingbirds AI's enterprise authentication focus in regulated industries.

TypeDirect peer
Description

Keyless provides privacy-preserving biometric authentication using on-device processing — architecturally aligned with Hummingbirds AI's edge-first approach and aimed at similar enterprise authentication and anti-spoofing use cases.

TypeEmerging player
Description

TypingDNA focuses on behavioral biometric continuous authentication based on typing patterns, representing an alternative modality for the same continuous-authentication problem Hummingbirds AI solves with facial recognition.

TypeEmerging player
Description

Nymi provides continuous biometric authentication via a wearable device for workforce identity, overlapping with Hummingbirds AI's continuous-authentication value proposition in regulated industries such as healthcare and manufacturing.

TypeEmerging player
Description

Aware provides biometric identity and authentication software components used by enterprises and governments — a comparable biometric-authentication technology vendor serving overlapping regulated buyers.

TypeEmerging player
Description

ID.me delivers identity verification and multi-factor authentication with strong traction in government, healthcare, and financial services — competing for the same regulated-vertical identity budgets as Hummingbirds AI.

TypeBroad incumbent
Description

Okta is a leading identity and access management platform covering MFA, SSO, and workforce authentication — a broad incumbent against which Hummingbirds AI must position its continuous-authentication differentiator.

TypeBroad incumbent
Description

Microsoft Entra is the dominant workforce identity platform bundled with Microsoft 365 and Windows — a major incumbent in enterprise authentication that Hummingbirds AI must displace or integrate alongside in its enterprise sales motions.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat5 records

Each record includes

Type, Details

Key risks5 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers3 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment6 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile6 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
No

Docs URL, Description

Integration3 records

Each record includes

Title, Type, Description, Source

AI capability3 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature7 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles3 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance3 records

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Hummingbirds AI

Biometric Identity & Access Managementhummingbirds.ai

Hummingbirds AI builds Guacamole™, a privacy-first, on-device continuous facial authentication platform that auto-locks devices and protects screens for healthcare, finance, BPO, manufacturing, government and remote-work users across enterprise and self-serve deployments.

What Hummingbirds AI does

Hummingbirds AI is a privately held U.S. company founded in 2020 and headquartered in Aventura, Florida, that builds privacy-first continuous authentication software under the Guacamole™ brand. Its flagship products — Guacamole, GuacamoleID (the Windows desktop enterprise application) and the newer GuacamoleCX — perform continuous facial recognition authentication entirely on-device using standard RGB cameras, combining computer vision, machine learning and neuroscience-inspired methods including gaze-based liveness detection and randomized eye-movement prompts to defeat spoofing. The system auto-locks devices when the user walks away and auto-unlocks on return, integrates with Zoom, Teams and Google Meet via a virtual camera, and ships with shoulder-surfing screen blur and audit-grade event logging. Enterprise editions add a server component deployable on container-compatible platforms and an MSI-based mass deployment path for Windows estates.

The company targets verticals that face high authentication friction — healthcare, finance and banking, BPO and outsourcing, manufacturing, government, and personal/remote workers — with healthcare and finance positioned as primary. It monetizes through software subscription licensing for connected enterprise deployments plus one-time licenses for the standalone Windows desktop application, with all sales routed through demo requests, sales consultation and ROI analysis rather than publicly disclosed pricing tiers. Distribution runs along three channels: direct enterprise field sales for large deployments, the Intel Storefront (with OpenVINO hardware acceleration) for channel reach, and self-serve Windows desktop downloads for individual users. The company lists HIPAA, GDPR and CJIS compliance and has received industry recognition including TechCrunch Disrupt 2020 top picks and the 2022 Vision Tank Judges' Award from the Edge AI + Vision Alliance.

Leadership comprises CEO Dr. Nima Schei (co-creator of BELBIC, the first emotionally-inspired AI-based controller), CMO Sara Zargaran (covering partnership development across Europe and the Americas), and CTO Dr. Hamed Tabkhi (founder of the TeCSAR research lab at UNC Charlotte). Ownership remains with the founders; no parent company, institutional funding rounds, acquisitions, or subsidiaries are disclosed in the input data.

Hummingbirds AI firmographics

Firmographics
Name
Hummingbirds AI
Legal name
Hummingbirds AI Inc
Website
https://hummingbirds.ai
Company type
Private
Founded year
2020
Operating status
Operating
Headcount range
11–50 employees
Short description
Hummingbirds AI builds Guacamole™, a privacy-first, on-device continuous facial authentication platform that auto-locks devices and protects screens for healthcare, finance, BPO, manufacturing, government and remote-work users across enterprise and self-serve deployments.
Ownership category
akta.pro rank

Where Hummingbirds AI is headquartered

Location

Headquarters

HQ city
Miami Beach
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Hummingbirds AI business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Technology or R&D, Personnel, Marketing or Sales, Operations

Revenue model

  1. Software Subscription License: The EULA and company materials reference subscription-based licensing for the Guacamole software, with different tiers for standalone and connected enterprise editions. Enterprise editions include a server component deployable on container-compatible platforms.
  2. Windows Desktop Application: GuacamoleID is distributed as a Windows Desktop application with MSI Windows mass deployment installer for enterprise rollouts across multiple devices.

Go-to-market motion2 records

Distribution channels3 records

Marketing channels6 records

Hummingbirds AI product offering

Product offering

Core offering

Hummingbirds AI develops and sells Guacamole™, a privacy-first, edge-based continuous authentication platform that uses on-device computer vision and facial recognition to verify user identity throughout an active session. The software performs real-time liveness detection, automatically locks devices when the user walks away, unlocks on return, and applies screen blur to block shoulder-surfing, with all biometric data processed locally and no cloud transmission.

Product overview

Hummingbirds AI offers Guacamole™ as its flagship product line—a privacy-first continuous authentication platform. The primary offering is Guacamole™ (including the GuacamoleID Windows desktop application) which provides edge-based, touchless continuous facial authentication that automatically locks devices when users leave and unlocks upon return. The company previously offered DoBushi, a home security application, before pivoting to enterprise authentication solutions in late 2020. All products process data locally on-device with no cloud dependency, ensuring complete privacy.

Differentiator

Problem solved

Functional benefit

Brands

  • Guacamole: Continuous touchless authentication software that provides real-time facial recognition and screen privacy protection.
  • GuacamoleID
  • GuacamoleCX

Products and services

  • Guacamole™ Edge-based, privacy-first continuous authentication platform that locks the device when the user leaves, unlocks on return, and protects the screen from prying eyes—all without the cloud, passwords, or interruptions. Delivers 99.9% facial matching accuracy, 99.8% spoof protection, and 30 ms response time.
  • GuacamoleID Windows desktop application delivering touchless continuous facial authentication for enterprise security, with shoulder-surfing protection, anti-spoofing, dark mode, and access audit logs. Enterprise editions include a server component deployable on container-compatible platforms and MSI mass-deployment for thousands of devices.
  • GuacamoleCX Customer-experience focused variant of the Guacamole authentication platform, extending continuous authentication capabilities to customer-facing use cases.

Quantifiable outcome

  • Healthcare workers save 2+ hours per shift by eliminating password authentication friction
  • +4 more outcomes

Companies that use Hummingbirds AI

Customer profile

Named customers3 records

Segments6 records

Ideal customer profiles6 records

Hummingbirds AI technology and API

Technology

Technology focussed Yes

API detail

Has API
No
API docs
API detail

Core technology

AI maturity

App detail

Integration3 records

AI capability3 records

Feature7 records

Hummingbirds AI partnerships and signals

Strategic signal

Partnerships

One partnership is on record.

  • IntelcoreTechnology or IntegrationHummingbirds AI's Guacamole is listed on the Intel Storefront as Guacamole Continuous AI-driven authentication. The product is optimized for Intel platforms with OpenVINO acceleration for maximum performance. This partnership provides enterprise distribution through Intel's partner ecosystem and validates the technology's compatibility with Intel hardware.

Scale indicators7 records

Recent moves5 records

Expansion highlights5 records

Hummingbirds AI competitors and assessment

Company assessment

Direct peers

  • HYPR: HYPR provides passwordless and continuous identity assurance using biometric and behavioral signals for enterprise authentication — directly comparable to Hummingbirds AI's continuous facial authentication approach for the same regulated buyer.
  • Beyond Identity: Beyond Identity delivers passwordless, device-bound biometric authentication with risk-based continuous verification, competing for the same enterprise authentication budget and security-conscious verticals as Hummingbirds AI.
  • 1Kosmos: 1Kosmos offers decentralized identity and biometric authentication with strong identity-proofing and workforce access use cases, overlapping directly with Hummingbirds AI's enterprise authentication focus in regulated industries.
  • Keyless: Keyless provides privacy-preserving biometric authentication using on-device processing — architecturally aligned with Hummingbirds AI's edge-first approach and aimed at similar enterprise authentication and anti-spoofing use cases.

Emerging players

  • TypingDNA: TypingDNA focuses on behavioral biometric continuous authentication based on typing patterns, representing an alternative modality for the same continuous-authentication problem Hummingbirds AI solves with facial recognition.
  • Nymi: Nymi provides continuous biometric authentication via a wearable device for workforce identity, overlapping with Hummingbirds AI's continuous-authentication value proposition in regulated industries such as healthcare and manufacturing.
  • Aware Inc: Aware provides biometric identity and authentication software components used by enterprises and governments — a comparable biometric-authentication technology vendor serving overlapping regulated buyers.
  • ID.me: ID.me delivers identity verification and multi-factor authentication with strong traction in government, healthcare, and financial services — competing for the same regulated-vertical identity budgets as Hummingbirds AI.

Broad incumbents

  • Okta: Okta is a leading identity and access management platform covering MFA, SSO, and workforce authentication — a broad incumbent against which Hummingbirds AI must position its continuous-authentication differentiator.
  • Microsoft Entra (Azure AD): Microsoft Entra is the dominant workforce identity platform bundled with Microsoft 365 and Windows — a major incumbent in enterprise authentication that Hummingbirds AI must displace or integrate alongside in its enterprise sales motions.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks5 records

Key highlights7 records

Customer concentration

Hummingbirds AI social profiles

Digital presence

Hummingbirds AI compliance and trust

Trust signal

Compliance3 records

Hummingbirds AI financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Hummingbirds AI leadership team

Management profile

Number of profiles

Profiles3 records

Hummingbirds AI funding detail

Funding detail

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Hummingbirds AI M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Hummingbirds AI

What does Hummingbirds AI do?

Hummingbirds AI develops and sells Guacamole™, a privacy-first, edge-based continuous authentication platform that uses on-device computer vision and facial recognition to verify user identity throughout an active session. The software performs real-time liveness detection, automatically locks devices when the user walks away, unlocks on return, and applies screen blur to block shoulder-surfing, with all biometric data processed locally and no cloud transmission.

Is Hummingbirds AI a public or private company?

Hummingbirds AI is a private company. It is classified as founder individual operated bootstrapped and is currently operating.

When was Hummingbirds AI founded?

Hummingbirds AI was founded in 2020. It employs 11 to 50 people.

Where is Hummingbirds AI based?

Hummingbirds AI is headquartered in Miami Beach, United States, in the North America region.

How does Hummingbirds AI make money?

Two revenue lines are on record. Software Subscription License is the primary driver. The others are windows Desktop Application.

Who are Hummingbirds AI's main competitors?

Direct peers on record are HYPR, Beyond Identity, 1Kosmos and Keyless. Emerging players are TypingDNA, Nymi, Aware Inc and ID.me. Broad incumbents are Okta and Microsoft Entra (Azure AD).

Does Hummingbirds AI have an API?

No public API is recorded for Hummingbirds AI.

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