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Appen

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uuid0007efx

Namestring
Appen
Legal namestring
Appen Limited
Websiteurl
appen.com
Company typeenum
Public
Founded yearint
1996
Descriptiontext

Appen Limited (ASX: APX) is a publicly traded AI data company founded in 1996 and headquartered in Chatswood, Australia, with US headquarters in Kirkland, WA. The company provides human-validated training data and evaluation services for AI systems, serving frontier AI labs, hyperscalers, autonomous vehicle and robotics developers, and enterprises deploying AI in healthcare, automotive, and finance. Its core product is the AI Data Platform (ADAP), an enterprise annotation workflow platform that combines automation with human oversight and supports text, speech, audio, image, video, LiDAR, and multimodal alignment tasks across 500+ global locales via a crowd of 1M+ vetted contributors (operated under the CrowdGen sub-brand).

The product portfolio is organized into six specialized data products built on ADAP: Frontier Alignment (CoT reasoning traces, SME RLHF, SFT, adversarial red teaming), Agentic AI (golden trajectories, RL environments, SWE-driven evaluation), Speech & Audio (expressive TTS, ASR, emotion and dialect labelling), Multimodal AI (VLM fine-tuning, cross-modal alignment), Physical AI (LiDAR, sensor fusion, robot trajectories), and Model Integrity (hallucination benchmarking, bias detection, regulatory audits). The platform integrates natively with AWS, Azure, and GCP via Secure Data Access and exposes a REST API with SDKs in JavaScript, Python, and Java. Appen holds SOC 2 Type II, ISO 27001, HIPAA, GDPR, Cyber Essentials, and PEZA certifications, and is a signatory to the UN Global Compact.

Appen generates revenue primarily through quote-based, project-specific enterprise engagements (professional services model), supplemented by platform access and technology services. Customers include Amazon, Microsoft, Salesforce, NVIDIA, and a reported 80% of leading LLM builders, with multi-year contract cadence. FY2024 revenue was AUD 234.3M (down 14% YoY) following the March 2024 termination of a major Google contract worth ~AUD 82.8M annually. The December 2025 quarter showed recovery to AUD 73.4M (+10% YoY) with underlying EBITDA of AUD 13.3M (+182%), reflecting the company's pivot toward generative AI, platform-based offerings, and adjacent verticals such as robotics and physical AI.

Short descriptiontext

Appen is a publicly traded AI data company that provides human-validated training data and model evaluation services, including RLHF, multimodal annotation, and agent trajectory data, to frontier AI labs, hyperscalers, and enterprises via its ADAP platform and 1M+ global contributor crowd.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
101–250
akta.pro rankint
HeadquartersChatswood, Australia
HQ citystring
Chatswood
HQ countrystring
Australia
HQ regionstring
Oceania
Markets served

Serves global market

Offices6 records

Each record includes

City, Country, Type, Description, Source

Keyword5 values
AI training data, data annotation services, AI data platform, LLM training data, multimodal annotation
Industry3 codes
1End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management)
CodeHDAEANAAPrimaryYes
2AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety)
CodeHDAEANAFPrimaryNo
3Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII)
CodeHDAEANAGPrimaryNo
NAICS code3 codes
  • Software Publishers513210
  • Software Publishers5132
  • Custom Computer Programming Services541511
SIC code2 codes
  • Services-Computer Processing & Data Preparation7374
  • Services-Prepackaged Software7372
Product category
AI Training Data Services
Social media profiles2 records
GTM motion1 record

Each record includes

Type, Description, Source

Revenue model3 records
1AI Training Data Services
TypeProfessional Services
Description

Appen provides human-annotated training data for AI models across text, speech, audio, image, video, and multimodal domains. Revenue is generated through project-based engagements where clients pay for data collection, annotation, and evaluation services at scale. The platform supports both custom project work and standardized data product offerings for frontier AI development.

appen.com
2Platform Access & Technology Services
TypeSubscription Recurring
Description

Appen generates revenue through its AI Data Platform (ADAP), providing enterprise clients with access to annotation tools, contributor management, quality control workflows, and API-based automation capabilities. Clients use the platform to run their own annotation projects with Appen's crowd workforce and infrastructure.

appen.com
3Generative AI & Model Evaluation Services
TypeProfessional Services
Description

Appen pivoted toward generative AI applications and platform-based offerings following the loss of its major Google contract. New revenue streams include RLHF, red teaming, CoT reasoning, and model integrity/evaluation services for frontier AI labs.

kalkine.com.au
Marketing channels7 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels1 record

Each record includes

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

Cost components5 values
Personnel, Operations, Technology or R&D, Marketing or Sales, Infrastructure
Pricing details1 tier
1Enterprise custom projects — quote-based engagement
ModelOtherBilling cadenceMulti-year contract
Notes

Pricing is negotiated on a per-project basis based on data type, annotation complexity, volume, quality requirements, and geographic scope of contributors needed. No public pricing page or standard rate card exists.

appen.com
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

Appen provides human-validated AI training data and annotation services through its AI Data Platform (ADAP), combining a global crowd of 1M+ vetted contributors with AI-powered automation. The company delivers specialized data products across frontier alignment (RLHF, reasoning, red teaming), agentic AI, speech and audio, multimodal AI, physical AI (LiDAR/robotics), and model integrity evaluation for enterprise AI labs and technology companies.

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 2 values shown
  • Delivered over 7,500 AI projects scoped and deployed for enterprise clients
+1 more record
Product overview1 text field

Appen is a 30-year-old AI data company that provides human-validated training data for AI systems. The company's product portfolio centers on the AI Data Platform (ADAP), a core annotation platform that combines automation with human oversight. Built upon this platform are six specialized data products: Frontier Alignment (RLHF and model safety), Agentic AI (autonomous agent training), Speech & Audio (speech synthesis and recognition), Multimodal AI (vision-language data), Physical AI (robotics and autonomous vehicle data), and Model Integrity (evaluation and compliance). Appen also operates CrowdGen, a contributor platform with 1M+ global workers, and provides secure cloud storage integrations with AWS, Azure, and GCP through Appen Secure Data Access.

Product and service1 record
1AI Data Platform (ADAP)
Scale indicator10 records

Each record includes

Type, Value, Description, Source

Partnership5 partners
Strategic tierCoreTypeStrategic or Co-development Partner
Description

Amazon is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to Amazon for machine learning model development.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

Salesforce is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to Salesforce for enhancing AI-powered CRM capabilities.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

Microsoft is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to Microsoft for AI and machine learning development.

Strategic tierCoreTypeStrategic or Co-development Partner
Description

NVIDIA is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to NVIDIA for GPU-accelerated AI development.

Strategic tierCoreTypeTechnology or Integration
Description

Appen x AWS is cited as a major technology partnership in the AI data ecosystem. Appen's platform integrates with AWS cloud infrastructure for data processing and annotation workflows. The partnership provides cloud-based AI data services leveraging AWS infrastructure.

Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight6 records

Each record includes

Type, Description

Market position
Competitive moat5 records

Each record includes

Type, Details

Key risks6 records

Each record includes

Headline, Details, Source

Key highlights6 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers5 records

Each record includes

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

Segment4 records

Each record includes

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

Ideal customer profile4 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
Yes

Docs URL, Description

Integration4 records

Each record includes

Title, Type, Description, Source

AI capability15 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature10 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles2 records

Each record includes

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

Subsidiaries1 record

Each record includes

Name, Acquired on, Relationship type, Type, Business focus

Compliance6 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&A5 records

Each record includes

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

Investment1 record

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 →

Appen

AI Training Data Servicesappen.com

Appen is a publicly traded AI data company that provides human-validated training data and model evaluation services, including RLHF, multimodal annotation, and agent trajectory data, to frontier AI labs, hyperscalers, and enterprises via its ADAP platform and 1M+ global contributor crowd.

What Appen does

Appen Limited (ASX: APX) is a publicly traded AI data company founded in 1996 and headquartered in Chatswood, Australia, with US headquarters in Kirkland, WA. The company provides human-validated training data and evaluation services for AI systems, serving frontier AI labs, hyperscalers, autonomous vehicle and robotics developers, and enterprises deploying AI in healthcare, automotive, and finance. Its core product is the AI Data Platform (ADAP), an enterprise annotation workflow platform that combines automation with human oversight and supports text, speech, audio, image, video, LiDAR, and multimodal alignment tasks across 500+ global locales via a crowd of 1M+ vetted contributors (operated under the CrowdGen sub-brand).

The product portfolio is organized into six specialized data products built on ADAP: Frontier Alignment (CoT reasoning traces, SME RLHF, SFT, adversarial red teaming), Agentic AI (golden trajectories, RL environments, SWE-driven evaluation), Speech & Audio (expressive TTS, ASR, emotion and dialect labelling), Multimodal AI (VLM fine-tuning, cross-modal alignment), Physical AI (LiDAR, sensor fusion, robot trajectories), and Model Integrity (hallucination benchmarking, bias detection, regulatory audits). The platform integrates natively with AWS, Azure, and GCP via Secure Data Access and exposes a REST API with SDKs in JavaScript, Python, and Java. Appen holds SOC 2 Type II, ISO 27001, HIPAA, GDPR, Cyber Essentials, and PEZA certifications, and is a signatory to the UN Global Compact.

Appen generates revenue primarily through quote-based, project-specific enterprise engagements (professional services model), supplemented by platform access and technology services. Customers include Amazon, Microsoft, Salesforce, NVIDIA, and a reported 80% of leading LLM builders, with multi-year contract cadence. FY2024 revenue was AUD 234.3M (down 14% YoY) following the March 2024 termination of a major Google contract worth ~AUD 82.8M annually. The December 2025 quarter showed recovery to AUD 73.4M (+10% YoY) with underlying EBITDA of AUD 13.3M (+182%), reflecting the company's pivot toward generative AI, platform-based offerings, and adjacent verticals such as robotics and physical AI.

Appen firmographics

Firmographics
Name
Appen
Legal name
Appen Limited
Website
https://appen.com
Company type
Public
Founded year
1996
Operating status
Operating
Headcount range
101–250 employees
Short description
Appen is a publicly traded AI data company that provides human-validated training data and model evaluation services, including RLHF, multimodal annotation, and agent trajectory data, to frontier AI labs, hyperscalers, and enterprises via its ADAP platform and 1M+ global contributor crowd.
Ownership category
akta.pro rank

Appen industry classification

Industry
Product category
AI Training Data Services
NAICS
Software Publishers (513210), Software Publishers (5132), Custom Computer Programming Services (541511)
SIC
Services-Computer Processing & Data Preparation (7374), Services-Prepackaged Software (7372)
akta.pro primary industry
End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)
akta.pro secondary industries
AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF), Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG)

Keywords

  • AI training data
  • Data annotation services
  • AI data platform
  • LLM training data
  • Multimodal annotation

Where Appen is headquartered

Location

Headquarters

HQ city
Chatswood
HQ country
Australia
HQ region
Oceania

Offices6 records

Markets served

Appen business model

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

Revenue model

  1. AI Training Data Services: Appen provides human-annotated training data for AI models across text, speech, audio, image, video, and multimodal domains. Revenue is generated through project-based engagements where clients pay for data collection, annotation, and evaluation services at scale. The platform supports both custom project work and standardized data product offerings for frontier AI development.
  2. Platform Access & Technology Services: Appen generates revenue through its AI Data Platform (ADAP), providing enterprise clients with access to annotation tools, contributor management, quality control workflows, and API-based automation capabilities. Clients use the platform to run their own annotation projects with Appen's crowd workforce and infrastructure.
  3. Generative AI & Model Evaluation Services: Appen pivoted toward generative AI applications and platform-based offerings following the loss of its major Google contract. New revenue streams include RLHF, red teaming, CoT reasoning, and model integrity/evaluation services for frontier AI labs.

Pricing tiers

ModelBillingPrice
OtherMulti-year contractEnterprise custom projects — quote-based engagement

Go-to-market motion1 record

Distribution channels1 record

Marketing channels7 records

Appen product offering

Product offering

Core offering

Appen provides human-validated AI training data and annotation services through its AI Data Platform (ADAP), combining a global crowd of 1M+ vetted contributors with AI-powered automation. The company delivers specialized data products across frontier alignment (RLHF, reasoning, red teaming), agentic AI, speech and audio, multimodal AI, physical AI (LiDAR/robotics), and model integrity evaluation for enterprise AI labs and technology companies.

Product overview

Appen is a 30-year-old AI data company that provides human-validated training data for AI systems. The company's product portfolio centers on the AI Data Platform (ADAP), a core annotation platform that combines automation with human oversight. Built upon this platform are six specialized data products: Frontier Alignment (RLHF and model safety), Agentic AI (autonomous agent training), Speech & Audio (speech synthesis and recognition), Multimodal AI (vision-language data), Physical AI (robotics and autonomous vehicle data), and Model Integrity (evaluation and compliance). Appen also operates CrowdGen, a contributor platform with 1M+ global workers, and provides secure cloud storage integrations with AWS, Azure, and GCP through Appen Secure Data Access.

Differentiator

Problem solved

Functional benefit

Products and services

  • AI Data Platform (ADAP)

Quantifiable outcome

  • Delivered over 7,500 AI projects scoped and deployed for enterprise clients
  • +1 more outcomes

Companies that use Appen

Customer profile

Named customers5 records

Segments4 records

Ideal customer profiles4 records

Appen technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability15 records

Feature10 records

Appen partnerships and signals

Strategic signal

Partnerships

Five partnerships are on record, tiered core.

  • AmazoncoreStrategic or Co-development PartnerAmazon is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to Amazon for machine learning model development.
  • SalesforcecoreStrategic or Co-development PartnerSalesforce is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to Salesforce for enhancing AI-powered CRM capabilities.
  • MicrosoftcoreStrategic or Co-development PartnerMicrosoft is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to Microsoft for AI and machine learning development.
  • NVIDIAcoreStrategic or Co-development PartnerNVIDIA is listed as a key partner/client on Appen's Clients & Partners page. Appen provides AI training data services to NVIDIA for GPU-accelerated AI development.
  • AWS (Amazon Web Services)coreTechnology or IntegrationAppen x AWS is cited as a major technology partnership in the AI data ecosystem. Appen's platform integrates with AWS cloud infrastructure for data processing and annotation workflows. The partnership provides cloud-based AI data services leveraging AWS infrastructure.

Scale indicators10 records

Recent moves6 records

Expansion highlights6 records

Appen competitors and assessment

Company assessment

Market position

Competitive moat5 records

Key risks6 records

Key highlights6 records

Customer concentration

Appen social profiles

Digital presence

Appen compliance and trust

Trust signal

Compliance6 records

Appen financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Appen leadership team

Management profile

Number of profiles

Profiles2 records

Appen subsidiaries and ownership

Company hierarchy

Subsidiaries1 record

Appen funding detail

Funding detail

Funding overview

Funding rounds

Investors

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

Appen M&A and investment

M&A and investment

M&A5 records

Investments1 record

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

Frequently asked questions about Appen

What does Appen do?

Appen provides human-validated AI training data and annotation services through its AI Data Platform (ADAP), combining a global crowd of 1M+ vetted contributors with AI-powered automation. The company delivers specialized data products across frontier alignment (RLHF, reasoning, red teaming), agentic AI, speech and audio, multimodal AI, physical AI (LiDAR/robotics), and model integrity evaluation for enterprise AI labs and technology companies.

Is Appen a public or private company?

Appen is a public company. It is classified as public and is currently operating.

When was Appen founded?

Appen was founded in 1996. It employs 101 to 250 people.

Where is Appen based?

Appen is headquartered in Chatswood, Australia, in the Oceania region.

How does Appen make money?

Three revenue lines are on record. AI Training Data Services are the primary driver. The others are platform Access & Technology Services and generative AI & Model Evaluation Services.

Does Appen have an API?

Yes. Appen provides a REST API accessible at developer.appen.com that allows developers to programmatically interact with the platform. The API supports automation workflows including Jobs Resource management, Webhook integrations for real-time event handling, and Server-Side Validation (SSV). SDKs are available in JavaScript, Python, and Java. Developer documentation is at developer.appen.com.

What industry is Appen in?

Appen's product category is AI Training Data Services. Its primary akta.pro industry code is HDAEANAA, End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management), with a secondary code of HDAEANAF, AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety). Its NAICS code is 513210 and its SIC code is 7374.

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Live signals
Yahoo3 Software Stocks In Focus As AI Governance Spending Gets RealThe article profiles Sprout Social, Appen, and Tenable Holdings as AI governance stocks, citing a rogue AI breach of Australia's Medicare system as a catalyst. It notes Sprout Social's $481.8M revenue, Appen's $250M combined revenue, and Tenable's $1.04B sales, with each facing regulatory and pricing risks.ABCEgocentric training's gig workers are helping robots learn how to do your dishesGig workers in Indonesia and other countries record egocentric videos of household tasks for robotics training, earning $3–10 per hour. Appen collects about 60,000 hours monthly from 5,000 contributors, but is shifting focus to wealthier countries. Experts say reliable household robots remain years away.Simply Wall St3 AI Safety Stocks Worth Watching As Evaluation Spending ScalesAnthropic and Accenture each committed at least $1 billion to AI safety evaluation, prompting a focus on three stocks: RWS Holdings, Netcompany Group, and Appen. RWS has a £477 million market cap, Netcompany DKK14.2 billion, and Appen A$286 million, with operations in language testing, regulated digital platforms, and AI lifecycle services.StaffingindustryAustralia’s Appen reports 17.5% rise in H1 revenueAppen reported first-half revenue of AUD 119.9 million, up 17.5% year over year, driven by an 80.4% rise in Appen China to AUD 76.2 million, while Appen Global fell 26.9% to AUD 43.7 million. Gross margin slipped to 36.7% and underlying EBITDA before currency effects was AUD 5.3 million, up from a loss of AUD 2.2 million. The company reaffirmed 2026 guidance of AUD 270-300 million revenue and 5-10% underlying EBITDA margin.TradingViewAsian Markets Track Wall Street HigherAsian stock markets traded mostly higher on Wednesday, following positive Wall Street cues and sinking crude oil prices. The S&P/ASX 200 rose 0.09% to 9,172.50, while the Nikkei 225 gained 0.56% to 66,227.55. Traders held back ahead of U.S. inflation data and Fed Chair Warsh's Jackson Hole speech.TradingViewAsian Markets Trade Mostly LowerAsian stock markets traded mostly lower on Monday, with the Nikkei 225 falling 0.07% to 65,968.71 and the S&P/ASX 200 rising 0.63% to 9,115.60. The decline followed mixed Friday closes and uncertainty over the Strait of Hormuz, while Wall Street and European markets moved higher.Simply Wall StUber Stock Shock Puts 3 Autonomous Vehicle Shares On Retail Investors’ RadarA potential split between Waymo and Uber has renewed investor interest in autonomous vehicle and advanced mobility stocks, with Uber's share price moving 4% on the headlines. Simply Wall St profiles three companies—Appen, Scott Technology, and SDI Group—as investment opportunities exposed to autonomous driving and robotics themes, highlighting their relevance to AI training data, industrial automation, and imaging technologies respectively. The article acknowledges business risks including losses, reliance on external borrowing, and concentration among large tech clients while noting relatively low valuation metrics that some investors may find attractive.MIT Technology ReviewA startup claims it broke through a bottleneck that’s holding back LLMsMiami-based AI startup Subquadratic emerged from stealth mode claiming to have solved a mathematical bottleneck in large language models by developing SubQ, a new LLM using sparse attention instead of the standard dense attention mechanism. Independent evaluation by third-party firm Appen partially validated the company's claims, showing SubQ was 56 times faster than FlashAttention in benchmarks and scored 89.7% on coding tests, while also demonstrating a 12-million-token context window compared to the typical one-million-token limit in top models. The company says it can run certain tasks for $8 versus the $2,600 cost of comparable models, though experts remain skeptical and note that benchmarks do not fully capture real-world performance capabilities.Outsource AcceleratorPEZA courts Australia, New Zealand to grow BPO investmentThe Philippine Economic Zone Authority (PEZA) conducted an investment mission to Australia and New Zealand, resulting in expansion commitments from several companies including Appen Butler Hill, A.S. White, and Cloudstaff. Australian firms plan to create over 1,400 new jobs and more than 40,000 Filipinos are currently employed by 91 Australian PEZA-registered firms, with additional companies actively considering Philippine operations.Seeking AlphaAppen Limited (APXYY) Shareholder/Analyst Call TranscriptVanessa Liu, Chair of Appen Limited, opened the company's Annual General Meeting by acknowledging traditional custodians of the land and declaring the meeting validly constituted with quorum present. Directors Robin Low, Stuart Davis, CEO Ryan Kolln, and Lynn Mickleburgh were introduced, while Chair Steve Hasker was unable to attend live. KPMG was noted as present representing the company's auditors, and MUFG Corporate Markets attended as representatives from the share register.