Showing posts with label artificial intelligence. Show all posts
Showing posts with label artificial intelligence. Show all posts

Friday, March 1, 2013

These 10 trends are hiding in plain sight: decoding technology triggers

--If we learn to ask the right questions, and apply the right tools, we can see important technology and business events before they happen: these "hide in plain sight" trends are technology triggers.    

First, here is the concept:

When Phillips introduced the compact cassette tape in 1962, they didn't foresee that Sony would use the idea in 1979 to bring us the Walkman.  The cassette made music portable and easy to copy at home.  The Walkman introduced us to the idea that we could hear what we wanted anywhere, and no longer be at the mercy of a radio station programmer when we weren't in front of our record player at home.  Cassettes were a technology trigger; why didn't we see it coming?


  • it took time for the tech to get better, 
  • and it took genius for someone to see it as a new business opportunity.  


Sony went on to rule the personal portable music business for many years, until other triggers made the cassette obsolete.  Except that Sony didn't see that coming, and lost its market dominance.

That's the nature of triggers, they're often cool in their own right, but rarely appreciated in real time for the true impact they will have. One trigger begets another; without the Walkman, would the market have been ready for the idea of the iPod?

Can we do better at that "real-time" part, and be the early Sony with the Walkman instead of the Sony that got blindsided by the iPod?  Can we think of triggers in ways to jumpstart innovation, or give our business a competitive advantage?

Maybe.  I've put this tool together and shown it before, based on the idea that you can take elements of a big idea--in this case, music--and look at the evolution of the ideas as horizontal timelines.  Back away, and the verticals reveal the big shifts brought on by trigger technologies or events.

Here is what it looks like:


We can track the cascades of trigger technologies through the entire reshaping of music sales and consumption.  Beyond cassettes and Walkmans, we had compact discs digitizing music, and home PCs powerful enough to rip, store and copy at very high quality: trigger.  Perhaps the ultimate trigger event was broadband to the home, enabling frictionless sharing, real-time streaming music, and online digital music stores.

So that's the background.  There are triggers in play at this moment, here are 10 I think are worth watching:


  1. Maturity of machine voice recognition and interaction-by-voice Voice interaction is still crude, hindering its adoption for hands-free machine operation, customer service, text entry.  Maturity here triggers a world of possibilities. Impact: Automobile interaction, digital personal assistants, customer service, almost all mobile services and social interactions.
  2. Computer image recognition and taxonomy Computers still do a poor job of recognizing things, and an even worse job of detailed identification.  The ability to say “what building is this?  What kind of plant is this? Who is that?” will extend the power of search to the entire visual world. All the workarounds we use to take the place of simple recognition, like barcodes, RFID, QR codes, can simply disappear. Impact: shopping, education, travel, social interaction, manufacturing, digital personal assistants. #3-5 deal with the major trigger effect of artificial intelligence as it matures and comes into daily life
  3. AI: context The ability to infer meaning by context is a crucial enabler for digital personal assistants and other more sophisticated computer tasks.  A spouse learns quickly not to talk about Aunt Marge’s boyfriend when he’s around her ex, a contextual simplicity that still baffles computers.  Success here is easier to identify by example than by descriptor.  
    Contextual AI would know that a traveler in NYC who says, “directions to airport” would want JFK instead of LaGuardia because of his existing flight itinerary for that day. We are seeing glimmers of this trigger in Apple's Siri and in Google Now.
  4. AI: nuance Beyond context, the use of artificial intelligence to derive the more fine-grained nuance of a situation is a necessary enabler to unlock high value computer services like excellent machine-based customer service, and the use of computers to automate currently-tedious but vital tasks like data cleansing. There is a huge range of tasks currently using disengaged, low-paid and low-job-interest humans simply because the nuance trigger has not matured in the AI space. Impact: customer service, digital personal assistants, security.
  5. AI: enterprise data and application integration Businesses already know how much master data management means. They are aware how important it is, how impactful if they could seamlessly work with data across many situations, applications, and languages. But even if all new products were designed to work together out of the box, this fact remains. When it comes to the "as-is" state of data and apps, corporations must deal with high expense, little agility, and the "IT says no" mentality. It's due to the burden of the programs and services that are already installed and handling day-to-day business, and the business model pressures of vendors who would be endangered if you could plug and play applications from anyone. Once this AI trigger matures, we can apply computer speed to data concepts like this: "customer," "client," and "name" can mean the same person. This ability takes both contextual awareness and a fine sense of nuance--including the appreciation of the proper time to call for human help. But once it emerges, there is hope to manage that data nightmare with speed, accuracy, and transparency--to make it appear that those systems are cooperating because AI is applying real-time integration that makes it happen.
  6. Stateless apps, data, and devices Anyone who has read my posts on Infrics.com will see this as a soapbox topic for me. Data, applications, and machines have historically been linked, tied to one another like members of a chain gang. Once you decouple them from each other, you can use each to its best advantage, at the time you want and on the device that makes the most sense. Data is available everywhere, applications work seamlessly on any device, and the machines themselves can be dramatically less expensive. The "lightness" that the stateless decoupling enables is revolutionary; it is the source for the slogan on the masthead of this site: "everything you need is everywhere you are." As the stateless idea matures and gains market penetration, the trigger cascades into modular, just-in-time application development and delivery, to revolutionary models of rights purchase and ownership, and to radical agility in the development and deployment of devices.
  7. Digital rights management and rights ecosystems Hopelessly fragmented, driven by efforts to preserve legacy business models, contentious, and volatile, our current system of digital rights is a mess.  Ownership and licensing rights involve three layers: creators, sellers, and buyers. Of these, buyers of music, video, books, and applications are the least well served in the current model.

    The trigger-to-come: the separation of rights control from its current tight links to those who sell and deliver content. An independent third party rights unifier serving the buyer will explode the existing business models, and bring new opportunities for sales, storage, and delivery of digital content.
  8. 3-D printing Kudos have to go to Jackie Fenn at Gartner, who has told us for at least 10 years that 3-D printing is an important idea.  

    I have to say I agree, but as cool as 3-D printing sounds as a concept, I believe the true impact lies beyond the "wow" factor. Where we'll see revolutionary change lies in the businesses and related technologies it will trigger.  The state of the art is still crude, slow, and expensive, but so were laser printers in the 80s.


    The closest analogy I can think of for the most profound trigger effect is that this digitizes things in the way that CDs brought us digitized music.  Who will profit and who will lose when you can “rip” an object, make a perfect copy, store and transmit it online, and share it at will? Some clear impacts: manufacturing, including supply chain; extreme personalization of "made" goods; and the new importance of rights management for objects that can be printed at will.
  9. Social authentication Tech security to date relies on two things: something you have (key) and something you know (password.)  We are very close to the ability to allow a return to the most fundamental, earliest form of authentication: who you know.   Social authentication will enable a huge shift to make security technologies transparent and invisible.  Just as you once ran a tab at the corner restaurant because they knew you personally, that small-village ability could soon spread to our entire online and in-person lives.
  10. Ubiquitous broadband It’s not “you can never be too rich or too thin,” it’s “you can never be too fast or have too much bandwidth.”

    Broadband connections, primarily mobile ones, are immature but growing fast.  This one trigger sets of a cascade of abilities from stateless computing to emerging economy enablement to social revolution. We saw one such revolution in the trigger breakdown illustration for music shown above. This is a case that is less about the technology itself maturing than about its deployment worldwide at higher and higher speeds and at lower and lower cost.
As I've said, trigger events and technologies can be stealthy. I think these cover most of the ones on my radar right now, but I'd like to hear from you. What else is hiding in plain sight? What will we look back on in 5 years and wonder, "why didn't I see that coming?"

Infrics.com coverage of tech triggers will continue, and I'll be working to expand several of the ones listed here into separate, more detailed articles. Broadband is first of the list, look for that report very soon.

Tuesday, October 4, 2011

Digital personal assistants: AI at your service, the ultimate "era of you" technology

I have to confess: I've never been senior enough in an organization to have my own personal assistant. But I've certainly worked closely enough with the vice presidents and C-suite crowd to see great personal assistants in action.
Digital personal assistants combine
elements of Hal 9000 and
Rosie, the robotic maid from
the Jetsons.
(without that annoying
"kill all the crew" part.)
Images from wikipedia.org

They know everything about what their boss is doing, where he or she is, what's important, and who has access.  They find things out, make appointments, get payments made and received, manage travel and entertainment: in general, they make the details of the boss's life easier, thereby letting the boss be more productive. Personal assistants are not appreciated nearly as much as they should be, but they are definitely seen as one of the great perks of being in senior management.

I believe that's about to change.

The evolution of several technology trends suggests  that one of the most important, disruptive, and profitable technologies on the horizon is the digital version of that invaluable staff member, with abilities augmented by artificial intelligence.  This is the ultimate expression of "the era of you" idea, in which technology gives individuals highly-customized services and information that once was the hallmark of the wealthy and highly privileged. It's augmented reality combined with someone you know and trust.

Today is an important day to get this story published, because a friend of mine posted a link last night to this story about news likely to break today from Apple:

Co-founder of Siri: Assistant launch is a 'world-changing event"

I had been alerting people to the importance of the Siri product before Apple bought it.  This is one of those "if A is possible and B is possible, then what C could exist?" tech trigger events.  Voice recognition, mobile connection, location awareness, and the ability to mash together useful information from multiple sources can all be brought to bear to make the personal assistant possible.

Here is an excerpt from an article I wrote in 2006, thinking of this idea as an extension of identity management:

“Even though he could pull up his entire office environment anywhere in the world, John made it a point to visit the office in person at least once a week, and today he had a face to face meeting with his marketing work team.  As the cab glided to a stop in front of the corporate research center, the display on his phone mirrored the charges on the cab system, and from the tiny wireless earbud he wore nonstop, his DC (digital concierge) asked “authorize to pay?” When he said “yes, add a $2 tip”, his voiceprint granted the payment; since the system knew he was in his business role, it compared the trip origin and destination, determined it was authorized business, and automatically billed the fare to his team project work center, while it took the $2 from his personal account. 
The door swung open steps ahead of John’s entry as a heads up display nearby showed “Welcome back, Mr. Porter”.  Although the system had wirelessly polled John’s phone to identify him and authorize his entry, if anyone else had tried to use the phone, it wouldn’t have worked.  The microchip implanted in John’s forearm had been digitally linked to his phone; without his presence, the phone and every bit of information it contained would have been useless. 
The 86th floor SE conference room had spectacular views.  When John entered the building, the room’s digital attendee list changed his name from black to blue.  Those already inside the conference room showed up in green.  “Hey Amy, who’s already here? Display only.” he asked his concierge. (Nobody had planned it, but as people began buying the concierge service from Google, they began insisting that it be programmed with personalities, and frequently referred to their computer assistant by name.) Since he didn’t need the names read to him, he just sent the list to the phone’s HD display. 
As John entered the conference room and sat down, the conference table recognized him, and his personal environment appeared on the screen at his seat, set to “work”.  When he finished the meeting, he’d switch to his personal life system and securely check home e-mail.  On presence screens throughout the company, people who had buddied him saw his status change to “in meeting, unavailable”.  John’s supervisor Ellen also had a second line under his name “marketing meeting at research center,” as did colleagues he had added to his work “trust list”. As his boss, Ellen had rights to call or message him in the meeting, but vendors and most of the rest of the world would automatically get his voicemail, IM catcher, or e-mail if they tried to reach him.”
Every event listed in John’s workday is possible with technology we now have.  Identity management tracks authorizations, yes.  But it also measures other crucial elements: location, presence, and role.  By interacting with the system day to day, users will build a complex database of their own preferences, overlaid with the rights and responsibilities that are part of work, family, and personal life. "

That was 5 years ago, but the idea is there: a friendly personal assistant, managing interactions between you and the world, seamlessly transitioning back and forth between business and personal life.  I called it a "digital concierge" then.  By now, I think it's pretty likely that facial recognition will be the authenticator rather than a two-part system using an implanted chip linked to a phone.  One key is the heuristic nature of the digital assistant.  It learns through interaction rather than complex settings of preferences, so it gets ever-better through use, and ever more personalized.

Once fully realized, I think the digital personal assistant will make some people rich beyond the dreams of avarice.  I also don't think a lot of people see this yet, so this morning, in advance of whatever Apple announces, consider this a heads-up.

--more on "the era of you," part of infrics.com's big ideas series