In 2017, Google hired a company called CrowdFlower a crowdsourcing platform with hundreds of thousands of gig economy workers to process and label the images provided by the Pentagon.
These workers would perform the millions of micro tasks that would help identify a building in a photo or a car. This information would then be formatted into data sets that would then be fed into the program.
The Pentagon's Project Maven was designed to help process video footage from its drones. Credit:AP
It is a practice called machine learning, a subset of AI that involves teaching computers skills as diverse as how to distinguish between high heels and hiking boots and how to recognise a vocal request to order pizza.
It requires a small army of helpers to train computers by feeding them millions of examples of data to help the machines learn and, in the case of the Pentagon's Project Maven,potentially determine friend from foe.
By the time the controversy erupted, CrowdFlower had changed its name to Figure 8.
In March this year, the loss-making Figure 8 found a buyer with deep pockets willing to pay up to $US300 million ($440 million) for the business. That business was one of the hottest tech stocks on the ASX: Appen.
The issue is that Appen is a labour arbitrage business and very manual, its not really artificial intelligence.
While Afterpay and Atlassian grab headlines with their rich-list founders, Appen has also soared to stratospheric valuations on the back of its cachet as a company exposed to the burgeoning AI space.
The stake of founder Dr Julie Vonwiller and her husband Chris Vonwiller who is also the chairman of Appen is currently worth more than $250 million.
After upgrading its earnings outlook for the third time this year, Appen is trading at about 50 times forecast earnings.
But as the role of Figure 8 indicates, the story of Appen's success as a player in the AI space is not as simple as the world domination plans of its brethren WAAAX stocks: WiseTech Global, Atlassian,Altium and Xero.
In fact, some sceptics question whether it is a tech stock at all.
Roger Montgomery of Montgomery Investment Management has labelled it a low-tech business feeding the machines of high-tech customers.
The issue is that Appen is a labour arbitrage business and very manual, its not really artificial intelligence. But it has recently been priced like an IT business," said Mr Montgomery, who has been a sceptic of some of Australia's tech high-flyers.
But unlike some of its fellow WAAAX stocks, Appen has strong profits to match its strong revenue growth.
Appen founders Dr Julie Vonwiller and Chris Vonwiller with chief executive Mark Brayan. Credit:Louie Douvis
For the half-year ending June 30, revenue increased 60 per cent to $245 million while net profit was up 32 per cent to $18.6 million.
But its accounts highlight some of Mr Montgomery's concerns.
Appen has more than 1 million gig economy workers on its books who are actually doing the data annotation work which is the engine of its revenue and earnings growth.
According to Appen's accounts, for the six months to June 30 its biggest expense item is the money it pays this army of casual workers around the globe. But they were paid just over $145 million for the period equating to $145 each for the half year.
I think the opportunity is very substantial given the AI arms race between the tech giants.
Its next biggest expense was the cost of its 600-plus permanent employees. They took home more than $42 million in pay and equity over the same period.
Research and development costs didn't even get a mention.
Its fans say it is the company's platform, which connects its gig economy workforce with the customers who use the service, that is the core of the company. Whether the company is an AI player or not misses the point.
"Appens competitive advantage is the level of automation within its technology platform which increases productivity and improves the quality of data, said Wilson Asset Management portfolio manager Tobias Yao.
Loading
The 2018 annual reporthighlighted the company's "strategic imperative of investing in new technology to reduce costs, improve margins and sharpen responsiveness to evolving customer requirements".
So the message is that it has the best platform for marrying cheap casual labour to the grunt end of the AI industry and, as Appen's chief executive Mark Brayan makes clear, AI is unambiguously the next big thing in tech.
The trillion-dollar giants such as Google, Apple and Amazon are the main players in this expensive gold rush and Appen wants to be the company that sells them the picks and shovels at a price and with a level of service that remains ahead of its rivals in the space.
Theres plenty of folks that look at our business and say, surely they are not going to need that in a few years, and I tell you they are so wrong," said Mr Brayan.
The people leading the AI efforts at its big tech clients cant see an end to their data and data labelling needs, he noted.
"Its a profound shift and, as you say, were selling picks and shovels to a gold rush that nobody can see the end of and its a great place to be.
This view finds backers among investment professionals such as Wilson Asset Management's Mr Yao.
Loading
Its exposed to the right macro trend," he says.
I think the opportunity is very substantial given the AI arms race between the tech giants. Appens growth is driven by these customers investing in search relevance, speech recognition and driverless vehicles to name a few examples.
RBC analyst Garry Sherriff also believes Appen is ready to catch a big wave in tech spending.
"We believe the demand for annotated and curated data for machine learning and AI purposesis in its infancy," he says.
He cited McKinsey forecasts that the market will be worth up to $191 billion by 2025 and grow at a compound rate of over 50 per cent for the medium term.
Around 10 per cent of this spend is in Appen's arena of data labelling, giving it an addressable market of $19 billion by 2025, said RBC.
The problem is, what happens when AI gets more intelligent and no longer needs an army of cheap labour to underpin its machine learning?
In more practical terms it means what happens when the deep pockets of Google, Amazon and Microsoft and AI advances find it more practicable to cut Appen out of the equation?
If Appen can do it, they can do it. So when do we get to the point where the business proposition of Appen is threatened and thats my question," said Mr Montgomery.
"I could be completely wrong but the risk of that means I want to avoid paying those absurd multiples for this particular business, he noted.
Loading
Mr Brayan agrees with the thesis that the fully human-based data labelling will get "disrupted", but he says that Appen is already jumping on this trend with acquisitions, like Figure 8, which possesses technology that already supplements the work by people.
"But I also think that AI is going to continue to require vast volumes of human-quality data," he said.
"So our business has a solid future but we are going to have to serve that demand in a different way through a combination of humans and technology.
Mr Yao is a bit more cautious on this potential disruption to Appen's business by AI itself.
The difficulty is figuring out when is that inflection point and I dont think its anytime soon, he noted.
Another concern is Appen's dependence on its big customers. More than 80 per cent of its revenue came from just five customers prior to its acquisition of the Leapforce business in 2017.
The two key pushbacks are valuation and the lack of visibility around how the customers are actually allocating work," said Mr Yao.
But he thinks this is where Appen's abilityto keep ahead of the crowdsourcing competition is key.
"In response to that, we believe that if Appen can lead its competitors on the scale and technology fronts, it will get its fair share of the overall market growth over the next few years.
Colin Kruger is a business reporter. He joined the Sydney Morning Herald in 1999 as its technology editor. Other roles have included the Herald's deputy business editor and online business editor.
Read more from the original source:
The local tech firm supplying picks and shovels to the global AI gold rush - The Age
- Classic reasoning systems like Loom and PowerLoom vs. more modern systems based on probalistic networks [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Using Amazon's cloud service for computationally expensive calculations [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Software environments for working on AI projects [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New version of my NLP toolkit [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Semantic Web: through the back door with HTML and CSS [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Java FastTag part of speech tagger is now released under the LGPL [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Defining AI and Knowledge Engineering [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Great Overview of Knowledge Representation [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Something like Google page rank for semantic web URIs [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- My experiences writing AI software for vehicle control in games and virtual reality systems [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- The URL for this blog has changed [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- I have a new page on Knowledge Management [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- N-GRAM analysis using Ruby [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Good video: Knowledge Representation and the Semantic Web [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Using the PowerLoom reasoning system with JRuby [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Machines Like Us [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- RapidMiner machine learning, data mining, and visualization tool [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- texai.org [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- NLTK: The Natural Language Toolkit [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- My OpenCalais Ruby client library [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Ruby API for accessing Freebase/Metaweb structured data [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Protégé OWL Ontology Editor [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New version of Numenta software is available [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Very nice: Elsevier IJCAI AI Journal articles now available for free as PDFs [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Verison 2.0 of OpenCyc is available [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- What’s Your Biggest Question about Artificial Intelligence? [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Minimax Search [Knowledge] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Decision Tree [Knowledge] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- More AI Content & Format Preference Poll [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- New Planners Solve Rescue Missions [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Neural Network Learns to Bluff at Poker [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Pushing the Limits of Game AI Technology [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Mining Data for the Netflix Prize [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Interview with Peter Denning on the Principles of Computing [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Decision Making for Medical Support [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Neural Network Creates Music CD [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- jKilavuz - a guide in the polygon soup [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial General Intelligence: Now Is the Time [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Apply AI 2007 Roundtable Report [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- What Would You do With 80 Cores? [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Software Finds Learning Language Child's Play [News] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial Intelligence in Games [Article] [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Artificial Intelligence Resources [Last Updated On: November 8th, 2009] [Originally Added On: November 8th, 2009]
- Alan Turing: Mathematical Biologist? [Last Updated On: April 25th, 2012] [Originally Added On: April 25th, 2012]
- BBC Horizon: The Hunt for AI ( Artificial Intelligence ) - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Can computers have true artificial intelligence" Masonic handshake" 3rd-April-2012 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Kevin B. Korb - Interview - Artificial Intelligence and the Singularity p3 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Artificial Intelligence - 6 Month Anniversary - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Science Breakthroughs [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Hitman: Blood Money - Part 49 - Stupid Artificial Intelligence! - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Research Members Turned Off By HAARP Artificial Intelligence - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Artificial Intelligence Lecture No. 5 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- The Artificial Intelligence Laboratory, 2012 - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Charlie Rose - Artificial Intelligence - Video [Last Updated On: April 30th, 2012] [Originally Added On: April 30th, 2012]
- Expert on artificial intelligence to speak at EPIIC Nights dinner [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Filipino software engineers complete and best thousands on Stanford’s Artificial Intelligence Course [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Vodafone xone™ Hackathon Challenges Developers and Entrepreneurs to Build a New Generation of Artificial Intelligence ... [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- Rocket Fuel Packages Up CPG Booster [Last Updated On: May 4th, 2012] [Originally Added On: May 4th, 2012]
- 2 Filipinos finishes among top in Stanford’s Artificial Intelligence course [Last Updated On: May 5th, 2012] [Originally Added On: May 5th, 2012]
- Why Your Brain Isn't A Computer [Last Updated On: May 5th, 2012] [Originally Added On: May 5th, 2012]
- 2 Pinoy software engineers complete Stanford's AI course [Last Updated On: May 7th, 2012] [Originally Added On: May 7th, 2012]
- Percipio Media, LLC Proudly Accepts Partnership With MIT's Prestigious Computer Science And Artificial Intelligence ... [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Google Driverless Car Ok'd by Nevada [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Moving Beyond the Marketing Funnel: Rocket Fuel and Forrester Research Announce Free Webinar [Last Updated On: May 10th, 2012] [Originally Added On: May 10th, 2012]
- Rocket Fuel Wins 2012 San Francisco Business Times Tech & Innovation Award [Last Updated On: May 13th, 2012] [Originally Added On: May 13th, 2012]
- Internet Week 2012: Rocket Fuel to Speak at OMMA RTB [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- How to Get the Most Out of Your Facebook Ads -- Rocket Fuel's VP of Products, Eshwar Belani, to Lead MarketingProfs ... [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- The Digital Disruptor To Banking Has Just Gone International [Last Updated On: May 16th, 2012] [Originally Added On: May 16th, 2012]
- Moving Beyond the Marketing Funnel: Rocket Fuel Announce Free Webinar Featuring an Independent Research Firm [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- MASA Showcases Latest Version of MASA SWORD for Homeland Security Markets [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- Bluesky Launches Drones for Aerial Surveying [Last Updated On: May 23rd, 2012] [Originally Added On: May 23rd, 2012]
- Artificial Intelligence: What happened to the hunt for thinking machines? [Last Updated On: May 25th, 2012] [Originally Added On: May 25th, 2012]
- Bubble Robots Move Using Lasers [VIDEO] [Last Updated On: May 25th, 2012] [Originally Added On: May 25th, 2012]
- UHV assistant professors receive $10,000 summer research grants [Last Updated On: May 27th, 2012] [Originally Added On: May 27th, 2012]
- Artificial intelligence: science fiction or simply science? [Last Updated On: May 28th, 2012] [Originally Added On: May 28th, 2012]
- Exetel taps artificial intelligence [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- Software offers brain on the rain [Last Updated On: May 29th, 2012] [Originally Added On: May 29th, 2012]
- New Dean of Science has high hopes for his faculty [Last Updated On: May 30th, 2012] [Originally Added On: May 30th, 2012]
- Cognitive Code Announces "Silvia For Android" App [Last Updated On: May 31st, 2012] [Originally Added On: May 31st, 2012]
- A Rat is Smarter Than Google [Last Updated On: June 5th, 2012] [Originally Added On: June 5th, 2012]