lenati point of view - the google–ita software deal (oct 10)
TRANSCRIPT
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View
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The Google ITA Software deal
How Android voice integration with ITAs airfare
query structure can drive travel innovation andcreate a more effective consumer experience
October 2010
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View
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Introduction
Googles $700 M acquisition of ITA has driven both good debate and sometimes illogical lobbying on risksto airfare search integrity, competitor web traffic, advertising costs, and service to air industry customers.
There are positive opportunities, of course, and here we focus on a specific, less-publicized one thatcould have a meaningful impact in the near future:
Based on our tests, Googles Android voice recognition outperforms Bing, Vlingo and possibly otherspeech solutions in travel-focused natural language search and is almost ready for mainstream adoption
Integrating with ITAs airfare query structure (and potentially hotels) is a key opportunity for Google-ITAto drive industry innovation and create a better consumer travel search experience
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View How it could work the basic process
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Google-ITA could convert spoken natural language terms to voice objects similar to drop down selections in booking engines,which would then integrate with the fare search query data structure. Hotel search is a potential opportunity as well.
VXML 3.0
Analyzes voice inputusing Speech RecognitionGrammar Specifications
(SRGS) to translate to text
SISR
Semantic Interpretation forSpeech Recognitionextractskey travel terms to convert to
voice objects
QPX fare search
Voice objects matched todata structure for fare searchquery and result processing
Google ITA Software
Fly 1st-class Seattle to LA August 25 coming back August 28 on Virgin America
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View
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Cutting multiple inefficient and redundant steps out of todays mobile search and travel intermediary experience
Enabling consumers to bypass OTA and Metasearch competitors, who could not easily replicate it without
considerable capital investment
Encouraging competitors to innovate and find other ways to improve and bring their mobile products to consumers
Prompting Microsoft and Apple to leverage their mobile platforms and alter the intermediary landscape further
Potential high-level impact
In a sense, this is a component of a larger potential Google PC and mobile metasearch play, but it also impacts a keyarea of consumer experience needing improvement, and implications of leveraging the Android platform could include:
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Potential vs current mobile search experience
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Speak or Typeto search
Compared to todays mobile search experience, voice search with fare integration would be much faster than inconsistent
text links due to SEM/SEO manipulation, redundant steps, and multiple drop-down or typing fields
Speak or Touch toselect airline
Speak or Touch toselect flight
Airline / OTABooking
path
Potential Voicesearch to
booking path
Airline / OTABooking
path
Speak or typeto search
Re-selectFlight
Inefficienttext links
Re-enterterms in multiple fields Flight resultmatrix or list
Current mobilesearch to OTA
mobile path
Note: Expedia used for demonstration of general steps, not to imply variance in quality relative to other OTA paths
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Potential vs mobile app download experience
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Open app Flight resultmatrix or list
Flight detail Choose OTAor supplier
Comparing to downloaded mobile apps, current metasearch or OTA apps also require several additional steps, including
multiple drop-down or typing fields and additional site selections
Multiple text, calendar,or drop-down fields
Note: Kayak used for demonstration of general steps, not to imply variance in quality relative to other metasearch apps
Currentmetasearch
mobile app path
Potential Voicesearch to
booking path
Speak or Typeto search
Speak or Touch toselect airline
Speak or Touch toselect flight
Airline / OTABooking
path
Airline / OTABooking
path
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
7/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Why timing is right for Googles opportunity
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Travel is a strongcandidate for mobile voice
search and multimodalengagement
Google-ITA will have the
tools to execute it
Speech recognition has seemed promising for years, but has mainly been limited to electronic voice menusso whattechnology and consumer forces are aligning with Google capabilities to enable this now?
Travel lends well to speechrecognition demonstrated inDefense Dept tests 1991-1995
Smartphone penetration,processing power, and dualmicrophones growing rapidly
Cloud enables network-basedspeech to process larger
vocabularies than embedded apps
Travel planning requires relativelysmall grammar sets
Android currently outperformsMicrosoft and Vlingo for natural
language voice search of travel terms
In a short period of time, 25% ofAndroid searches are already Voice
Google has invested heavily to trainspeech algorithms
Mobile and Tablet search should be
15% of searches by 2013-2014
Consumers rapidly adopting voice inlocal search, car navigation, andplatforms like Microsoft Kinect
Technology elementsConsumer adoption and
Google advantages
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
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Point of View
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Competitive implications
Only Google-ITA could achieve proprietary voice and fare technology integration, but Microsoft and Apple (a threat to enter)
own their mobile and speech platforms and have a key advantage in interfacing voice search directly with consumers.OTA and Metasearch players are at risk if Google, Microsoft or Apple leverage ownership of mobile platforms and would also need topartner with Vlingo, Loquendo, Nuance or others to embed speech.
Travelport ePricing
Amadeus Meta-pricer
Sabre
Vayant
Everbread
Expedia BFS
(if productized)
Fare query platformSpeech platformMobile platform
SiriiPhone
MSFT Speech /Tellme
Windows Phone 7
Android Android ITA Software
Vlingo
Nuance
Loquendo
Promptu
MSFT API
Android SDK
None
Must distribute appsor gain search traffic
through Android,WP7 and iPhone
platforms
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
9/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Sample testing shows Android advantage
and challenges
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Sample - Fly 1st-class Seattle to LA August 25 coming back August 28 on Virgin America
To evaluate the readiness of voice search platforms to handle travel-specific natural language input strings, we tested 140searches on Android, Bing (Windows Phone 7), and Vlingo speech platforms (see Appendix for specific samples).Our tests indicate Android is currently more advanced for travel, while Bing performed fairly well and Vlingo was poor.
Platform Noise level
Key term
success rate WER Queries
mean search
time (sec)
mean
words
mean error
words
Android loud - Starbucks 30% 29% 20 7.4 12.4 3.6
Android quiet - office 85% 4% 20 3.7 13.2 0.6
Windows Phone 7 quiet - office 70% 7% 20 4.9 13.2 0.9
Vlingo quiet - office 10% 15% 20 3.5 13.2 2.0
Improved accuracy and search time is needed for practical use, especially in noisier environments, which we expect willoccur as dual microphone devices proliferate and cloud technology and speech training sets across all platforms improve.
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
10/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendices
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Appendices
Defense Advanced Research Project (DARPA) Travel Planning testingTravel vocabulary size and relative speech complexity indicator
Lenati voice test sample data by phone platformProjected mobile and tablet search query growth 2010-2014Voice technology provider segments
Voice technology overview
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
11/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Travel planning ideal for speech recognition
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Travel lends well to speech recognition, demonstrated by testing during the Defense Advanced Research Project(DARPA) from 1991-1995
http://www.itl.nist.go
v/iad/mig//publications/ASRhistory/index.html
DARPAs Airtravel planning test: Used multiple microphones
Word Error Rate (WER) dropped from20% to less than 3% in 5 years
Measured to be as effective as human
interpretation
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
12/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Travel planning ideal for speech recognition
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Travel vocabulary consists mainly of finite sets of origins, destinations, dates, travel brands, and other key categories ratherthan continuous or conversational speech that becomes incredibly complex in vocabulary, meaning, nuance, and dialect.
Therefore travel likely fits in the leastcomplex speech recognition type
And reduces the complexity ofcreating voice objects to match faresearch data structures
ABIResearch
Data set vocabulary size and relative complexity by speech type
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
13/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Sample testing results
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Vlingo was worse than expected at this point
Android error rate was low, and in most cases, errors did not affect relevant terms needed to create Voice Objects
Spoken search string Text result WER
Search Virgin America flights from Seattle to San Francisco August 25 returning August 28 Search Virgin America flight from Seattle to San Francisco August 25 returning August 28 0%
I want to fly to Seattle from Washington DC on October 15, returning October 20 I want to fly to seattle from washington d c on october 15th returning october 20th 0%
I want to fly to Philadelphia from New Orleans on October 15, returning October 21 I want fly to philadelphia from new orleans on october 15th returning october 21st 7%
Fly from Seattle to Anchorage August 25 returning August 28 Alaska Airlines fly from seattle to anchorage august 25th returning august 28th alaska airlines 0%
Find flight Boston to Ft. Lauderdale August 25 returning August 28 JetBlue find flights boston to fort lauderdale august 25th returning august 28th jetblue 0%
Search round-t rip flight St. Louis to Phoenix January 5 to 9 search round t rip flights saint louis to phoenix january fifth 29 17%
Spoken search string Text result WER
Search Virgin America flights from Seattle to San Francisco August 25 returning August 28 virgin america flights from Seattle to San Francisco Aug 25th returning August 28th 0%
I want to fly to Seattle from Washington DC on October 15, returning October 20 12 flight to Seattle from Washington DC on October 15th, returning October 20th 27%
I want to fly to Philadelphia from New Orleans on October 15, returning October 21 Iwon to Fly to Philadelphia from New Orleans on October 15th raton October 20th 13%
Fly from Seattle to Anchorage August 25 returning August 28 Alaska Airlines flights from Seattle to Anchorage Aug 25th returning August 28 Alaska Airlines 0%
Find flight Boston to Ft. Lauderdale August 25 returning August 28 JetBlue flight Boston to Fort Lauderdale August 25th returning on 20 Eights Jet Blue 17%
Search round-trip flight St. Louis to Phoenix January 5 to 9 round trip flight St. Louis to Phoenix January 5th 29 17%
Spoken search string Text result WER
Search Virgin America flights from Seattle to San Francisco August 25 returning August 28 search virgin america flights from seattle to san francisco otis 25th return in august 28 14%
I want to fly to Seattle from Washington DC on October 15, returning October 20 I want to fly to seattle from washington dc on october 15th return in october 20th 7%
I want to fly to Philadelphia from New Orleans on October 15, returning October 21 I want to fly the philadelphia from new orleans on the kerber 15 return in october 21st 20%
Fly from Seattle to Anchorage August 25 returning August 28 Alaska Airlines fly from seattle to anchorage august 25th attorney in august 28 alaska airlines 8%
Find flight Boston to Ft. Lauderdale August 25 returning August 28 JetBlue flight boston the fort lauderdale august 25th return in august 28 jet blue 25%
Search round-t rip flight St. Louis to Phoenix January 5 to 9 search round t rip lake saint louis to phoenix january fi fth 29 17%
Windows Phone 7 error rate was higher, but in many cases did not affect relevant terms
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
14/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Voice will help drive mobile search growth
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PC search should continue to dominate, but Mobile andTablet are also high-growth
Google owns estimated 90% of mobile query share
25% of Android searches are already Voice
Mobile, Tablet and PC search queries 2010 - 2014
Both Google and Microsoft have invested heavily in Android and Windows-based Voice recognition in anticipation of Mobileand Tablet search growth
Sources: Morgan Stanley; Microsoft
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
15/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Voice technology overview
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VXML manages dialogue between person and device, and version 3.0 focuses on improved mediacontrol and synchronization, identification and verification capability, improved extensibility, andbetter multimodal input architectures via use of XHTML+Voice
VoiceXML
Speech RecognitionGrammar Specifications
Semantic Interpretationfor Speech Recognition
SRGS identifies the sentence structure expected in the human voice responses
SISR extracts key information from voice inputs to create voice objects for applications, andexamples include airfsearch integration with ITA data structures or converting phone-basedrestaurant delivery order data into a format for order processing applications
Speech recognition is based on the Hidden Markov Model (HMM), with a statistical approach enabling the technology to be trained,
decision weighting adjusted to improve accuracy, and huge data sets ideally of examples of all variations of a spoken string.Since it is unlikely any two spoken terms by different people will match, the model statistically determines what was most likely said,and the process below takes place to enable spoken terms to convert to use for applications.
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8/7/2019 Lenati Point of View - The GoogleITA Software deal (Oct 10)
16/182825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Voice technology overview
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Often preferred since response times can be faster than network-based speech and performance is notsubject to network connectivity.Though phone technology will improve and many applications are suitable for embedded speech, largevocabularies and spontaneous speech require processing and memory not yet available.
Virtually unlimited processing power enables more robust capabilities in handling large vocabularyrequirements, complex continuous speech processing, and natural language inputs.Key challenges revolve around latency in data transfer, and a quick and accurate experience on mobiledevices. However, both should continue to improve consistently as technology improves.
Hybrid systems combine embedded and network-based processing, offering an advantage over a straightnetwork approach as the extraction performed on the device reduces complexity that can increase errors.
Network-basedSpeech
EmbeddedSpeech
Hybrid orDistributed
Speech
Speech recognition systems can be network (cloud)-based, embedded directly into phone operating systems, or a combination of both,
each of which carries advantages and disadvantages.
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2825 Eastlake Ave E #210, Seattle, WA 98102 | (800) 848-1449 | www.lenati.com
Point of View Appendix
Voice technology provider segments
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Microsoft Windows Phone 7Google AndroidApple iPhone / iPad (iOS)
VlingoNuanceLoquendo
Promptu
IBMAT&T Watson
Mobile platforms with proprietary speech
Speech providers with mobile apps
Speech technology infrastructure
By owning the phone platforms and default search applications, theycould essentially control the voice search experience and market
But by owning ITA Software, only Google could create seamless voicesearch integration with airfare and potentially hotel data structures
Travel intermediaries or suppliers could partner with them, or theycould develop their own travel-specific applications
Must market to travelers to bypass default mobile search applications
Promptu owns ProntoTreno, a voice-interactive train services and
booking application in Italy, and Flights2Go, an airline services app
AT&T Watson technology is a key component of Vlingo
Travel intermediaries or suppliers could partner with them
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About Lenati
We are an award-winning boutique consulting firm that designs, implements, and optimizesmarketing and sales solutions for companies that want to build stronger customer connection.
Based in Seattle, Lenati was recently named one of the Seven Small Gems of the ConsultingProfession by Consulting Magazine.
About the Author
Jonathan Alford brings over 14 years of experience in consumer travel and lifestyle business,technology and finance. His specialties include business strategy, online and mobile marketingstrategy, and global finance.He is a graduate of The Johnson School at Cornell University and the University of Virginia.
About Lenati