Author Archives: ghotchkiss

Wireless in Waikiki

First published April 3, 2008 in Mediapost’s Search Insider

Having just dragged my butt off a beach in Hawaii, my mind has not fully settled itself back in the search groove. But I did come to a realization in between snorkeling (highly recommended) and hiking the Na Pali coast in Kauai (even more highly recommended). Mobile is going to change our lives in amazing ways.

I’ve visited this topic  before, but this time, in addition to my beautiful wife and two charming daughter, I traveled with a new companion, a brand new HTC TyTN II with an unlimited data plan. While this may sound “ho-hum” to you Americans, unlimited data is an impossible dream here in Canada. Our mobile providers are still holding us hostage for daring to check emails while on the road. It’s a sad state of affairs for an otherwise civilized country.

All Wired Up And No Place To Go

The combination of 3G speeds, a relatively powerful device and the elimination of worry about a roaming data bill spinning upwards faster than gas prices proved to be a heady and intoxicating combination for me. Unfortunately, I found that although (metaphorically) I was all dressed up, there were still precious few places to go. A couple of times I found myself saying, “surely there must be a WAP site for that” only to find myself trying to negotiate non-mobile-friendly interfaces in a horribly glitchy browser. While the potential was so intoxicating, the reality fell far short.

This was a topic I touched on briefly in my opening remarks at the last Search Insider Summit. Mobile is the place where discontinuous innovation is most likely. There must have been a dozen times over the last two weeks where I said, “it would be so great if someone could…” and completed the sentence with something that seemed so obvious to me yet apparently was unavailable at this time.

So Much Potential, So Little Functionality

Now, much as I’d like to say that it’s my incredible vision that brought all these great possibilities to light, I suspect these are not undiscovered ideas. I’m sure that many companies are sitting on them, just waiting for the right convergence of device horsepower, input and output performance enhancements, bandwidth and standardization to roll these mobile killer apps out. Once some of the current bottlenecks are solved, or at least relaxed, I believe there will be a rush of mobile innovation that’s been sitting on a shelf, biding its time.

Here’s just one example. While on Kauai, I started dreaming of actually owning property there. I indulge in this little fantasy (the huge gap between my income and Kauai property prices unquestionably defines this as a fantasy) ever year. So I did a little searching on Zillow.com just to see how out of reach my dreams were. Now, on the laptop, Zillow is a rich information resource for real estate shoppers. But when you go mobile, its functionality is limited to texting an address to Zillow, and it sending back the current market price of the property as a return text message. While intriguing, this falls far short of Zillow’s total online experience. How amazing would it be to drive through neighborhoods, GPS-enabled PDA or smartphone in hand, and have maps instantly updated with available properties and details. You can almost hear the words coming out of my mouth: “It would be so great if…” Well, you get the idea.

Google: A Map In The Right Direction

I used Google Maps on the mobile a lot while I was away, and I have to admit, I’m pretty impressed with the functionality that has been squeezed into this little app. But we’re barely scratching the surface of what’s possible. Using it to look for a good Mexican restaurant while hiding out from a downpour in Waikiki was an experience that would have driven a lesser man to tears. It’s not really Google’s fault, it’s the lack of online, mobile-friendly presence on the part of almost every business on the planet. Yes, I’ve heard all the market rationalizations about early adoption, critical mass of markets, bandwidth required to mobilize local advertisers…yadda, yadda, yadda. But dammit, the potential is just so tantalizing!

So, my expectations of mobile nirvana fell a little flat, but you’ll be happy to hear I made a full recovery after intensive and repeated beach and Mai Tai therapy.

Mahalo!

The Last Word on Breaking the Google Habit

First published March 13, 2008 in Mediapost’s Search Insider

When I started this series of columns, I had no intention of making it a series. But now, with the fifth (and final) installment, it looks like I may finally break this particular habit. It’s been fascinating for me. Hopefully it’s been equally interesting for you.

We Develop Strings of Habits

In last week’s column, I talked about environmental cueing and reinforcement. Here, cues in our environment (the ubiquitous toolbar search box, for example) trigger a habit, and the expected outcome (the delivery of relevant results) reinforces the habit. This creates a sustaining cycle.

But there’s one other aspect of habits that we should look at. We tend to develop habits as strings of events. One environment cue might trigger a series of actions. The classic example is those who need a cigarette when they have a drink. Some recent research paints a fairly bleak picture of North American society and shows how obsessed we are with habit-inducing cues. The “why” question poised was why French people were less obese than Americans, despite a diet high in fat. It turns out one major reason why is that Americans let external cues, such as which TV show is on, drive their eating patterns. We always have a bowl of Chunky Chocolate ice cream while we watch “Desperate Housewives.” The French tend to eat when they’re hungry, and stop eating when they’re full. For the French, eating is a joy. For Americans, it’s a habit.

Swimming Upstream

As I mentioned before, to break a habit, you have to intercept before the habitual behavior, rather than try to educate and modify after the fact. And the less thought required to execute the behavior, the harder the habit will be to break. If your habit takes a few seconds to do, the opportunities to intercept and kick in the rational brain are minimal. This provides a distinct challenge to anyone looking to usurp Google’s search crown. Searching is becoming easier than ever.

The competitors have to look at that split second that exists between the awareness of the need for more information and the instinctive move to the nearest search box to launch the query. It’s in that tiny sliver of time that the opportunity to break the Google habit exists.

Searchis Interruptis

So, given the fleeting nature of this opportunity, how do you grab it? One way is to anticipate the need of search before it happens. This is the implicit query work that Microsoft was experimenting with sometime ago. As you work on a task, potential search queries are monitored in the background and are presented to the user. But a constantly shifting window of potential searches would probably drive us all batty.

Another way is to integrate search at an application or OS level, making search even easier and inserting a habit-breaking context switch into that tiny sliver of indecision that exists between awareness and Google.

Attack the Weakest Links

But even integration of search at this level won’t be enough. Remember, we tend to give the advantage to the incumbent. We actively look for reasons to maintain the habit, and we ignore information that runs counter to our habitual choice. Even if a search alternative is one click less to get to, that alternative still has to provide a significant reason to switch. They not only have to beat Google at the game of search, they have to do it in a decisive way. For this reason, a competitor has to attack Google’s user base at the weakest point, the ones that are using Google because it’s handy, not the Google loyalists.

True User-Centricity

This brings us to my last strategy for breaking the Google habit: a truly user-centric search tool.

Up to this point, verticalization in search has taken one of two forms. Either engines have attacked a topic category (i.e. Business.com and B2B, Lawyers.com and legal services, Expedia.com and travel) or a type of content (i.e. Blinkx and Youtube for video, Technorati for blog posts). These approaches tend to be vulnerable because we are creatures of habit. Generally, we prefer to use one place to launch our searches. We’re already using Google for most of our searches, so if it can provide an equivalent experience to these vertical engines, it can quickly assimilate the traffic and squeeze the verticals out.

This is not as easy as it sounds. Google has yet to provide an equivalent experience in most of its verticals, but now that it appears that the default design of the search results page is no longer a sacred cow, I would expect the functionality gap to close quickly.

But what if we took a different approach? What if rather than verticalizing around a topic or content bucket, we verticalized around a type of user? What if we maximized the search experience for millennial males or female baby boomers? The verdict on personalized search seems to be that a one-size-fits-all solution is a long way off on the horizon, but an intermediate step might be to tailor an engine for a segment that shares similar needs and expectations. By focusing on a niche strategy, you might be able to break the Google habit, one segment at a time. In this way, you might be able to provide the discontinuous innovation needed to catch people upstream, before they get swept away with the Google tide.

Human Hardware Series on Search Engine Land

I’m kicking off another series in the Just Behave column on Search Engine Land. I’m calling it the Human Hardware series, and it it I’ll be exploring some of the inherent traits of humans and how they affect our online interactions. In the first installment, last Friday, I looked at working memory, channel capacity and satisficing, area I’ve explored in past posts. Here’s a brief excerpt:

As people start to dive into the human genome, it’s somewhat startling to find the lack of diversity in the human gene pool. As different as we all think we are, we actually are alike in many more ways. We share a remarkable similarity in our physiological and neurological make up. Added to this is the fact that there are several inherent traits we all share, the result of thousands of years of evolutionary tweaking. There are absolutely deviations from the norm, but as a quick glance at any bell curve will tell you, for any given trait or characteristic of humanity, including intelligence, loyalty, physical strength or the ability to juggle, most of us cluster around the center line, otherwise known as the norm. It’s the inherent limits of the vehicle we inhabit, our body.

And lest you start feeling too superior, we actually share 98.4% of our genetic material with chimpanzees, our closest evolutionary relative. There is more genetic diversity between two breeds of dogs than there is between us and the average chimp. In fact, apes and chimpanzees are genetically more divergent than chimps and humans. Try wrapping your mind around that one on your next trip to the zoo.

As we start looking at our success in predicting behavior, the peak of the bell curve for our target population is where we have to start. It helps to understand the human hardware issues, which form the foundation of our understanding of predicted behavior. From here, we can tilt our strategies to accommodate diversions in either direction from the norm.

Why is the human gene pool so shallow? It’s because we all come from the same place, a relatively small population of modern humans in Africa, some 150,000 years ago. Recent research has shown that genetic diversity lessens as we get further and further from Africa. And one particularly interesting study speculates that all blue eyed people come from the same common ancestor. Our family tree has remarkably few branches if you go back far enough.

The rest of the column can be read over at Search Engine Land. Next week I’ll be running Part Two, looking at the differences of men and women.

More Steps to Breaking the Google Habit

First published March 6, 2008 in Mediapost’s Search Insider

Let’s imagine that my ongoing series about the forming of habits (installment 1, installment 2 and installment 3) has so captured your curiosity that you want to find out more. You’re reading this column from your computer. You make the decision to find more information about breaking a habit. Now, let’s slow down time and look at the steps. There, in the upper left of your browser, is the Google toolbar. Or maybe you have the Google sidebar in the lower right of your window. Perhaps you’ve got Google’s homepage bookmarked. Whatever the shortcut, you don’t suddenly stop and think, “Gee, for this search what would be the optimal search engine to use?” No, without thinking, you go right up to the handiest search box and key in “breaking habits.”

It’s All About the Cues….

In psychological terms, what we’ve just described is a stable environment. The layout of your window is something you’re familiar with. You don’t have to think about it, you just do it. And the vast majority of times, this works for you. You have created an expectation of success. The cues remind you, below the level of rational consciousness, that this course of behavior generally produces the desired outcome. And each successful search reinforces that.

This cueing and reinforcement cycle is a powerful factor. Several academic studies (see Verplanken & Wood for a review of the literature in this area) have shown that habitual use has two important lock-in mechanisms that perpetuate the behavior. First of all, expectations of success curb our desire to search for alternatives. All those millions of advertising dollars from Ask or Microsoft, and the ads they bought are falling on deaf ears.

Secondly, the one type of information we do pay attention to is information that confirms our habitual bias. Because we have an expectation of success, our ears perk up when we hear things that confirm and reinforce that expectation. We are looking to remain consistent with the habit, rather than break it. This is true even with something as insidious as smoking. Imagine how powerful this would be with a benign behavior like using a search engine. Millions of dollars of TV ads can be trumped by one person telling us that Google is also their favorite engine because it always delivers what they’re looking for.

The Forgiving Habitual User

Further, even when we have a less-than-ideal experience, our expectation framework tends to “cut it some slack,” mentally averaging out the experiences and rounding it up in the incumbent’s favor. We become pretty forgiving of our habitual choice and hyper-critical of the alternatives.

So, given the formidable odds against breaking a habit (remember, in most cases, habits are good things that reduce our need to think through everything, so evolution has a vested interest in keeping them in place) there are still circumstances when it can happen.

Ch..Ch..Ch..Changes…

One of these is when there’s a disruption to the stable environment. When we have to adjust to a new circumstance, we’re also open to new cues that go into the new environment. In the non-virtual world, this would be moving to a new home, especially in a new city or starting a new job. In the virtual world confined to our 21-inch monitor, it would be buying a new computer, upgrading our operating system or switching to a new browser. Any of these events, or a combination of them, offers an opportunity to search providers to make themselves one of the new environment cues. There’s been a disruption in the typical flow that used to lead to acting without thinking, so there’s an opportunity to cause people to think about the alternatives.

One tremendous opportunity to get in on the ground floor of our adaption of a new environment is presented by our increasing use of mobile. The even smaller real estate on the mobile screen represents a tremendous opportunity to put a stake in the ground and start the habit-forming cycle. Google already has a head start in this area, but it’s far less than what they’ve established on the desktop.

Next week, more ways for competitors to disrupt the Google habit, including what it might take to overcome the incumbent’s advantage.

Breaking the Google Habit

First published February 28, 2008 in Mediapost’s Search Insider

What will it take to beat the Google habit? There’s billions of dollars that hang on the answer to that question. My last two columns looked at the nature of habits and how they can lead to an advantage for incumbents by “locking in” customers or users.

Before we look at some possible answers, it’s important to understand how and why previous attempts at breaking habits have fallen short in an area where far more academic work has been done: health care (Verplanken & Wood, 2006).

Educational campaigns have proven to have little effect on changing habitual behavior. In fact, studies have shown that these campaigns can actually trigger an increase in the unwanted behaviors! Oops, that wasn’t supposed to happen.

The frustration of physicians who are battling unhealthy lifestyle choices in their patients was perfectly summed up in an address given by John McKinley to the American Heart Association over 30 years ago.

“You know,” McKinley said, “sometimes it feels like this. There I am standing by the shore of a swiftly flowing river, and I hear the cry of a drowning man. So I jump into the river, put my arms around him, pull him to shore and apply artificial respiration. Just when he begins to breathe, there is another cry for help. So I jump into the river, reach him, pull him to shore, apply artificial respiration, and then just as he begins to breathe, another cry
for help. So back in the river again, reaching, pulling, applying, breathing and then another yell. Again and again, without end, goes the sequence. You know, I am so busy jumping in, pulling them to shore, applying artificial respiration, that I have no time
to see who the hell is upstream pushing them all in.”

This has led to a reexamination of the “downstream” method of altering behavior; trying to rationally convince people to change their behavior after it’s already become a habit, for example, with education campaigns. The fundamental problem here is, you’re trying to apply a rational solution to an irrational problem. We don’t think about habits, we just do them. That’s the very definition of a habit.

The Strength and Cost of Habits

There are two other components in habitual behavior that have to be understood: the strength of the habit and the cost of executing the habit. Both factor into how hard the habit will be to change. The strength is how closely habits are tied to our personal beliefs, good or bad. If we stop at Starbucks every day because we absolutely love everything about Starbucks, that’s going to be a very hard habit to break. Smoking ups the ante with an actual physical addiction.

Also, how much does it cost us to continue the habit? It I have to go four blocks out of my way to go to Starbucks, that has a personal cost to me. If it’s right on my way to work, that’s different.

Habitual Use of Search

So, let’s wrap up this week’s column with a summary of what we’ve learned about habits, and apply it to search:

·    You typically can’t change habits by a rational appeal after a habit is formed. This explains the failure of every television campaign for search engines looking to grow market share.

·    The strength of habit is a big factor in how likely the habit is to stay in place. So, if you’re looking to steal users from Google by breaking their Google habit, you’re going to be looking to the those folks that use Google because it’s handy, not the ones that have six Google T-shirts hanging in their closet.

·    And finally, you’re going to have to look for a way to catch users before they use Google by intercepting them upstream. The reason Yahoo has been able to maintain its market share over the past few years has a lot more to do with the scope of its presence and the fact that the company can put a Yahoo search box in front of more people before they can get to Google, and a lot less to do with the quality of the search experience. And that’s also why Microsoft’s share has eroded, as more and more default home pages are being switched from MSN.

Next week, in the series that may never end (talk about habit-forming), we look at how challengers to the Google search crown can hope to break the habit. Hint: All the clues point in one direction — upstream!

 

More on Why Google is Habit-Forming

First published February 21, 2008 in Mediapost’s Search Insider

In last week’s Search Insider, I introduced the idea of habits, and why they can be hard things to break. This week, I want to explore how search engines can be habit-forming as well.

Cognitive Lock-In

Habits form and stay formed because there is usually a cost associated with discontinuing the habit. In a commercial interaction, this is referred to as the “cost of switching.” These are the lock-in mechanisms that companies hope will keep you from walking across the street to their competitors. In theory, the cost of switching on the Internet should be negligible, creating a frictionless, “perfect” market. There’s no financial penalty. The Internet erases geographic boundaries. And this should be especially true in search. After all, other search engines are only a click away. But researchers (Johnson, Bellman and Lohse, 2003; Brynjolfsson and Smith, 2000) actually found the opposite to be true. It seemed that customer stickiness can actually be greater online. So, if it’s so easy to switch, why aren’t more people doing it?

It appears, based on research (Zauberman, 2003), that there’s another cost of switching, the cost of learning new interfaces. This has been called “cognitive lock-in.”. As you become comfortable navigating through a site, the cognitive cost of learning new interfaces tends to build your loyalty and keep you “locked in” to the site. This happens in the real world as well, and could explain my wife’s seemingly irrational loyalty to the bad grocery store I described last week. She knows where everything is. She knows where to park. And she knows who to argue with when products don’t meet her standards (as well as how to get her point across — it’s an Italian thing). It may not be great, but it’s familiar!

Will Differentiation Increase the Power of Lock-In?

A recent study (Murray and Haubl, 2007) found that cognitive lock-in comes from habits of use as well as habitual choice. Both are relevant in the search space, but let’s put habitual choice aside for a moment. Habits of use form when we become familiar with using a product, the actual mechanics of how it fits us in realizing our goals. We know how to use Google, for example, and how to refine it to get the results we’re looking for. We know which links take us where, which tabs to hit and even through we never use it, the “Feeling Lucky?” button reminds us we’re on Google. When Google tried to remove it, based on lack of usage, there was a huge user backlash.

This sense of familiarity meant that until recently, all search engines looked the same. The same ten blue links, the same treatment of sponsored ads, the same basic layout. But in a recent set of interviews with all the major engines’ design and usability teams, it was made clear that we can expect more differentiation among the engines. Ask’s departure was just the first step in this movement.

It’s Not Just a Tool, It’s a Badge

But it’s not just the utility of an engine that increases lock-in. There’s also habitual choice. This comes from our lock-in to a brand. We always drink Coke, we always drive a Honda, we always fly Southwest, we always search on Google. Yes, even something as utilitarian as a search engine engenders brand allegiance. We identify with brands because they help define us as individuals. And this has happened to varying extents in the search space.

There Will Never Be Another Google in Search

You might ask, if Google became a habit, what’s to stop another engine from also becoming a habit? Well, first of all, it won’t be nearly as easy for a new player as it was for Google. Think back to when you first used Google. No one engine had established itself as the user’s choice, creating the “lock-in” effect. I used to hop back and forth between four or five engines, depending on my objective and the closest engine at hand. I’d perhaps start at Infoseek or AltaVista, and if I didn’t get a great result (which was pretty much always true) I’d try Excite or HotBot. Then, finally, in desperation, I’d sort through the hierarchal jungle that was Yahoo. No engine had become a habit.

Google’s genius was in providing pretty good results for a wide variety of searchers. Suddenly, I didn’t have to hop from engine to engine, because nine out of 10 times Google provided better results. By the time the rest of the engines had closed the gap, I was already locked in. Now, arguably, other engines provide better results for certain types of searches. But Google is habitual. It’s going to be an uphill battle for the competition. In fact, Google is such a habit; its name has even replaced the word “search.” We now “Google” it.

So, where does that leave the competition? I have some ideas, but they’ll have to wait till next week.

Interview: Branton Kenton-Dau of VortexDNA

In this week’s Just Behave Column, I had the opportunity to interview Branton Kenton-Dau from Vortex DNA. I’ve posted the complete transcript here for those that are interested:

Gord: 
So I think what we’ll do in this interview is cover off on a basic level what VortexDNA does, and then we’ll get into a little bit more about the potential I think it has for users.  So, it’s obviously an interesting idea using core values to try to determine intent. Maybe I’ll let you just walk through a little bit about how VortexDNA works, and why your approach is unique.

Branton Kenton-Dau: 
Yeah, thanks Gordon. I think that is a great place for us to start, and I think for us, it probably would go back to the human genome project itself, where we initiated as a society this project to map our human DNA.  And the great vision around that was that once we knew what our physical DNA was like we would be able to define the characteristics of your world and in particular help prevent  serious illnesses.  And one the outcomes of that project, was actually we found that there weren’t enough genes.  We found too few genes to map the 100,000 chemical pathways of our body; and that since then, where science is taken us is that it’s demonstrated that our physical DNA actually doesn’t determine who we are, but the whole science of epigenetics is saying actually it’s our environment, you know what we eat and particularly what we believe about ourselves which determines our propensity to be ill, to be healthy, to be successful or not.  So, actually our belief system is a major impact in determining who we are, and what is exciting about that is basically it represents a shift for us as a society from the very deterministic view of ourselves; that we are basically physical machines. Either we’re broken or not, depending on what our parents gave us, to the idea that we are actually beings that are creating our own lives with much more build out of what we  believe about ourselves at any moment and any time. That’s exciting because what we believe about ourselves can obviously be changed.  And basically what VortexDNA is is a technology that came out of the insight that the way we structure our beliefs is governed by the mathematics of complex systems.  What that means is that we know the structure our beliefs, and because of that we can then map out the structure of our intentional DNA, the intentions behind the world we create, and that’s basically the breakthrough, the technology. It provides a map of the way people organize who they are, literally who they are, through their belief systems.  And out of that, then comes the opportunity to create a better world for yourself whether that’s finding your best life partner or finding better research results or finding better car insurance rates because your particular belief system has a low propensity for accidents. It actually touches every part of your life, because we are actually mapping human characteristics.  The true genome, if you like, based upon the new science.

Gord: 
Okay, this is an interesting approach and undoubtedly a unique approach. I don’t know anyone else who is doing this. But you know, I approach this with a fair degree of cynicism saying, okay, obviously if you learn more about my belief system you can try to map that against the content of the internet. But how well does that actually work because my beliefs are the foundation, but on top of that, there are a lot of layers of intent for a lot of different things. How granular can your belief system be in disambiguating intent?  In some searches, I would see it working very well where it points to sites that you know resonates with my belief frame work, but in others where it is a much more practical “looking for information”, will trying to anticipate with my beliefs might indicate would be a good site, will that really be a good indicator of relevance?

Branton Kenton-Dau: 
That’s a really good question Gordon; I think that the answer to that is that we don’t know yet.  I think that we are at very early stages of really what is the science of human intention, I mean, that’s really what’s it about.  And what I can share with you is that we validated the technology last year against Google search results, and that’s where we were able to show that we can improve Google’s page rank by up to 14% which would improve it by a 3% improvement in click rates.  And, what that seems to be saying to us is (it does help), and that’s across the board, people obviously searching for anything and everything that’s possible on the web, we were analyzing that data.  We haven’t been able break that down to say whether or not if you’re hunting for a job, we are able to provide better recommendations than when you are looking for your recipe for custard or something; we just don’t know yet enough about it.  One of the things is interesting is that when we had our expert review done on that data by a Rhode Island consultancy firm, they said that they the way that the technology works, because it’s iterative, i.e. it learns as it goes.  He said that we probably have no idea yet of how efficient the system is, we don’t know because we are dealing with a very small sample and as more and more users and more DNA is selected on links of the net, then there is no reason that it can’t actually be more effective than we’ve demonstrated, but we just don’t know yet.  It’s just early days yet.

Gord: 
You made the comment that this is iterative and it learns as it goes, and from going through your site I see you answer an initial questionnaire; and I’ll get to the whole privacy question, or the perception of privacy question is probably more accurate, I’ll get to that in a minute. But you answer the questionnaire that creates an ideological or a value-based profile of you which then gets mapped against different sites.  But then, at anytime you can go back and answer more surveys to further refine what that profile looks like.  How much of this refinement process or this learning process is incumbent on the user as opposed to transparent in the background just by VortexDNA watching what are you doing and how you are interacting with different sites?

Branton Kenton-Dau: 
The answer is this system actually learns that every time you click on something, because every time you click on something, if you have downloaded the extension, the MyWebDNA extension, basically every time you click somewhere it’s a statement of your intentionality, so if other people have also clicked on it, it helps build up a map for that link of the intentionality that has been focused on the link.  So, we can feedback that intentionality into your own profile and therefore you don’t have to do anything.  Actually this year we will probably do away with the survey, so then you will won’t even need the survey to get started, that was just like a pre-heat process.  So, all we have to do is just surf as normal and you will be monitoring the state of your intentionality moment by moment with each click you make.

Gord: 
Okay, so let’s deal with that a little bit.  If you are monitoring my activity, in some ways this overlaps with what Google is doing with their web history and their search history, where they are tracking your usage and trying to learn more about you as an individual, theoretically, and then altering the results on the fly based on the personal signals it’s picking up. What you are doing is you are layering this outline of core values and what our belief systems are over and above that to say, “Okay well, not only are we watching what you are doing; we are trying to understand what’s important to you as an individual.”  Now, if we take that and we say, Okay I am in a business where at any given time for any given hour I’m working, I may be doing research, I might be writing the column on hate literature in North America, so I am going to be going to the sites of Neo-Nazi groups, trying to find information..that’s just part of my job.  How do you know that that doesn’t reflect my belief system, how do you know that this is just something that I happen to need to find information on right now?

Branton Kenton-Dau: 
There are two parts to that.  One is that I feel we are very respectful of what Google and Yahoo, and their analysis in the whole semantic web push are doing in terms of trying to make the web more relevant to people and we do believe our technology is complementary to those approaches.  We don’t believe we are competing with any of those and, as you say, it’s overlay, it’s additive to those.  Having said that, we are really completely different to that because, it’s actually the structure, the pattern, the way your beliefs are organized that we are interested in, and what that means is that we actually turn your answers to your questionnaire, what you click on, into just a set of numbers.  There are seven numbers that correspond to different aspects of that pattern of organization, that makes up your intentionality.  And so, really when you are going around, what we are doing is as you click on something, we will compare your number, it might be 7632416 say, with the numbers that are held against that link.  So, what we are doing is we are comparing numbers, we don’t know whether you’ve gone to a Nazi site or whether you are looking for apple pie recipes. We have absolutely no idea and maintain no record of where you’ve been, in all those sites. So when your genome is updated, because you’ve gone to this site,  we might update your genome because you’ve been to that site to change one of your digits in one way, by one point or so, then that digit could be changed from any site you ;  the news or Yahoo! or whatever.  So, what makes us really truly unique with this approach, which we think is really important, is that we absolutely protect your privacy because we do not track your searches in any shape or form because we are just adding or subtracting numbers from that seven digit identifier.  So it makes no difference to us, and I think that’s a really powerful thing, because you know there is concern with people for what information people hold on them and all we hold is a seven digit number, and you could be anywhere, it could have been Walt Disney Movies, it could have been finding out about the players in your favorite football team, it makes no difference to us.  So we can’t tell even if a law enforcement agencies came to us, and asked to us, “hey, where has Gord been”, we would have no idea, we could not tell them.

Gord: 
So what you do is in your identification of all the sites, you look at the sites and you assign each of those a profile and then your profile is altered on the fly based on the profiles you are matching up with against your content then, right?

Branton Kenton-Dau:  That’s correct and they’re all number, those profiles are numbers so…

Gordon: 
Right.  So there is no history retained, it’s just a constantly updated value which in turn, with every time you go out, is compared against all the values of the sites that come up in a search engine for instance, and the best possible matches are highlighted in the search results then.

Branton Kenton-Dau: 
Thank you, that’s absolutely perfect.

Gord: 
That’s interesting.  And now, obviously, that’s a totally different approach and one that should put some fears to rest on the privacy side, but I’ve got to tell you when I checked out VortexDNA and went through the process of the download, the whole idea of filling out a  questionnaire identifying my belief system, it gave me cause for concern. It was funny because as far as identifying me as an individual, the demographic information I fill out here and there across the web is potentially much more of a cause for concern for my privacy, because there is identifiable information in there.  I don’t usually have a second thought about but something about putting my beliefs down and sharing them with somebody else was very hard for me to do. Are you finding..and you said that you are probably going to drop the questionnaire…but are you finding that as a sticking point for people signing up for VortexDNA?

Branton Kenton-Dau: 
I think some people never think about it.  We get up in the morning, brush our teeth and go to work and make our daily bread.  Sometimes we don’t have time to think at all, “why am I here?”, and when you ask the question, “what’s your purpose in life?” Well that’s a pretty profound question.  What we found is that some people don’t fill in (the questionnaire) correctly or too quickly or they just answer anything, they don’t really think about it deeply and therefore, because noise goes in, they just get noise out.  That’s where over the course of last year we actually developed what we call this idealized genome. We can just infer your genome by what you click on.  We think that’s a much better way, and we can do that for instance, by just playing a game.  We can show some images, pick some of your favorites, we can infer your genome that way.  So, lot’s of more, less mentally taxing and more fun ways that we can get you started in creating your genome, your profile, which we think would work a lot better.

Gord: 
Well, you mentioned this whole approach may limit your potential market just because a lot of people haven’t thought about what their core values are or what their beliefs are, so the whole appeal of VortexDNA might be lost on them.  Unless you are a fan of Stephen Covey or you’ve read Built to Last, or Good to Great, you may not get it.  What are your thoughts about that?

Branton Kenton-Dau: 
I think you are right, and I think that the technology is broad enough, so it can serve anyone, whatever their focus is in life, and that it’s our responsibility to make sure that it’s that easy to use. We like to be able to do it (transparently), say, if you want to play Pacman, this way you are building up your profiles, and we can enable you to do that.  And we should be able to that shortly.  At the same time, I think one of the really key things about the technology, and certainly from my point of view of what, you know, gets me up in morning is the fact that I think it really is empowering for people to understand that the lives that they create, they literally do create it, it’s not given to them. Who you are is not determined by your upbringing, or your life experiences, or by the genes your parents gave you; but it is actually created by you moment by moment.  And, it’s my hope that the technology would help. It’s really a very American thing, in the sense that there is all about human freedom ultimately, and it gives people more freedom as they realize, “well, I am the creator of my life and if I am going to keep stuck in this rut then it is what I believe about myself that is keeping me there.”  That’s what I find exciting about the technology, so I hope that may dawn on some people faster than others and that’s okay, there is no problem with that.  But I believe the technology has the ability to make a contribution to human freedom ultimately.

Gord: 
So, you are climbing up Maslow’s hierarchy to the top level?

Branton Kenton-Dau: 
Yes, I absolutely believe that and I think that  we as human beings are always trying to really understand our true ability to create reality, and that our intentionality is, if you like, part of ourselves that we probably put less effort into training than anything else.  We spend a lot of time on the fitness machines or jogging to keep our bodies in shape, but we haven’t spent a lot of time in what actually seems to be a real key factor in determining the success of our life, which is our intentionality; and so I am hoping the technology will help focus us on that.

Gord: 
We’ve talked about some pretty lofty ideals for a technology here. About  helping people with self-actualization, and become better people, and become more aware of both what’s important to them internally and externally.  All of which is great for any fans of Collins or Covey who might be reading this or listening to this. We are getting to the hedgehog concept here; you are obviously passionate about this, you’ve got something different that you can be unique in, possibly best in the world at.  Now, comes the money question. How does this drive your economic engine? What’s the business model for VortexDNA, and how do you see that playing out over the 2 years to 3 years?

Branton Kenton-Dau: 
We have given a lot of thought about that and made a lot of mistakes as well and I think U-turns on it.  But basically, the company I represent, we basically have a technology which we issue licenses to other organizations and participate with them as strategic partners. For instance, in rolling out the technology.  And there are two kind of key parts for that, two key aspects of the technology, one is that the technology can be used by any ecommerce sites, whether that’s an e-tail or social site, in order to provide better recommendations, using their algorithms.  So, that’s a pure B2B solution, and we have the company incorporated in United States at the moment in order to do that. We would be interested in anyone who would like to partner with us to roll that out.  And then, the other side is that we feel we can create a better web by harnessing the power of mass collaboration, just like Wikipedia, to map the genome of the web and out of that, will come better search engines, will come a better ability to find people like you anywhere you are, enhance your blog, pretty much a holistic upgrade if you like, of the web itself. And that, we believe, like search engines themselves, is a pure advertising based free service to users.  So, we see there is an application there and in fact within next 30 days, we will be launching the Web Genome Project with its own website, and that would be an advertising based play again.  We believe that that has potential in every country in the world and we are open to issue licenses to partners that would like to take up the opportunity.

Gord: 
This territory has been somewhat explored in the past, you know the one example I am thinking of with the Music Genome Project where Pandora tried to use your past songs you like to recommend more songs you might like.  So, is this somewhat similar to that except obviously a much broader scope. Anything that could be on the web, right?
Branton Kenton-Dau:  That’s correct, I guess the difference would be that what’s great about the Web Genome Project is that while you sleep, millions of other people will be clicking on things that will make the web better for you in the morning.

Gord: 
Right.

Branton Kenton-Dau: 
That’s what’s so cool about mass collaboration. You do your clicking, you click on whatever, a thousand links in your day, but while you are sleeping well there are millions of links that have been updated and have better DNA against them, so that you can find what you want better when you wake up in the morning, and that’s really exciting.
Gord:  It’s definitely one of those big idea things.

Branton Kenton-Dau: 
Yes.

Gord: 
To flip this on its side, as a community we are all clicking away, and this DNA matching is going, so it’s making the web a better place, as you say, collaboratively, but on the flip side of that, once you’ve identified or a profile has been built that’s been refined over time based on the sites you found interesting or you’ve spent time with.  That’s a unique identifier that says something about you so, theoretically, down the road, if somebody comes to a site, if the owner of that site can identify what’s important to that person based on the profile, it could on the fly serve up content matching those beliefs, is that another possible application for this?

Branton Kenton-Dau: 
Thank you, that’s what I was attempting to describe in the first application, that’s the B2B solution.   So an e-tailer or search engine can now take out a license to run the application, the user would visit the site, you won’t see anything different through your Google search or through your Amazon book recommendations, but that’s all being added to the recommendation engine behind, so you are just going to say “hey, for some reason, I just feel that I am getting better recommendations now”.  So, it’s our way of making the web more efficient and that technology is available right now. We’ve got three installations in United States currently progressing, and that’s the other, that’s the business-to-business model, and we believe that has applications around the world as well.

Gord: 
So, for any business applications the big question is critical mass, how many people will be downloading the plug in and using it?  This is fairly new, how long has the Firefox plug-in been available?

Branton Kenton-Dau: 
About a year now.

Gord: 
What has the adoption been like to this point?

Branton Kenton-Dau: 
At this point, it’s been slow because what we’ve actually done is that plug-in was actually built initially to validate the technology.  That’s what we had to do last year, and then we spent the rest of last year really building enterprise-grade technology that enabled to be used by clients. So we really start the year, as I said, the next 30 days will see the Web Genome Project being launched, so we are only just at the start of the technology coming online.

Gordon: 
Are there any plans to accelerate the adoption either through partnerships or bundling or other ways to actually get people to download the plug in and start using it?

Branton Kenton-Dau: 
There are, I mean for each of the people, partners, e-tailors that would like to use the technology, we’ll be producing custom versions with extensions for their users, so that, they will encourage their uses to download the extension, because that will help map the DNA of their links quicker.  So, that will speed the application and we have also got plans to provide custom versions of the extension also to people of different social networks, so that they can enhance the experience within social networks as well.  And then, also if you’re logged in to any service, if you have an account with Amazon or some other e-tailer, you actually don’t need to use the plug in because when you login they already know who you are, so you already will be able to get better recommendations from that person without using the plug-in at all. You won’t see it. It would be completely seamless and invisible to you, and you just get a better web experience.

Gord: 
So, if you log into Amazon for instance, I guess it just keeps the profile so that profile would not be portable then.  It would stay with Amazon, and I think to get to the broader context of what you are talking about, the portability of that profile, the fact that it goes with you from site to site, would be an important part of that, right?

Branton Kenton-Dau: 
That’s why we see the extension would be great if people did use it or it just became embedded in web browsers generally.  Because it will give you a more universal better experience. 

Gord: 
Okay so looking forward, you’ve done a lot of development on the backend to build the infrastructure, and the theory is there.  Now, it’s just a matter of having it proven out in real world situations, right?

Branton Kenton-Dau: 
That’s exactly what we are about to see. That’s why these installations are taking place at the moment in the United States to validate that, and we are getting started with the Web Genome Project, it is all about delivery this year.

Gord: 
Well, it’s fascinating, like I said it’s one of those big idea things that is fascinating to contemplate.  Is there anything else you wanted to add before we wrapped up the interview?

Branton Kenton-Dau: 
We’ve worked on this  pretty much, well, it’s been an 8-year project, so it’s not been a fast thing for us, but I just thought I might share  a couple of books that have been really important to me which you probably know about anyway. One of them that I just finished reading is The Intention Experiment by Lynne McTaggart who is also the author of The Field. What is nice about that is she just documents all the rigorous science that is basically saying that we are shifting our paradigm, to understand we are more like any energy fields, if you like, than physical bodies, that’s the definition of us.  And just the science has come out of Stanford and other places that validates that, is just awe inspiring.  And then, the other one is The Biology of Belief by Bruce Lipton, which gives that whole transition process from us believing we are physical genes to the whole science of extra genetics, if it’s actually our environment including our beliefs which is a key factor in determining who we are; and I just wanted to share those because I found those two books very inspiring.  They happened after the fact. We didn’t build the technologies because we read the books, but with the books now, we say “oh yeah, that’s why our technology works.

Gord: 
Well, it’s interesting you mentioned that because it seems like anytime I ‘m talking to people about really interesting things there has been this almost renaissance of understanding about what makes us as humans tick, starting in areas like psychology, neurology, and evolutionary psychology and a whole bunch of different areas.  And it all started to happen in the early 90’s, and just for the last 10 years to 15 years, it seems like so many paradigms have shifted.  We’re just looking at things in a whole new way and I agree with you, it’s very inspiring and exciting to know that everything seems to be in such flux right now.

Branton Kenton-Dau: 
I absolutely agree with that, and that’s been our sense as well.  It’s just such a privilege to be part of that process.  I know your comments and what you are doing is aligned with that as well.  You know, we are all doing it, but when we are creating together, we are creating something which is new and exciting, I think, and we all have our parts to play in it.  I find it a privilege to participate in this, really, it’s human movement in taking us forward at such a rapid pace as well, so we are now absolutely aligned with what you were saying there.

Why Google is Habit Forming

First published February 14, 2008 in Mediapost’s Search Insider

My wife Jill was the victim of another drive-by “why-ing” — and I, of course, was the perpetrator.

There’s a small specialty grocery store where we live that Jill visits every week or two. And almost every time, she complains about the experience. Outdated stock is repackaged. Food is rancid. The staff is surly. But she keeps buying there. After listening to another long-winded vent, I dared to go where no man should go. I asked her “why?”

There were a number of reasons that she gave. It’s on the way on her daily route. Parking is convenient. Prices are low. But the biggest reason was one she didn’t express, because she didn’t know it. It had become a habit. And habits are tough things to break.

Why We Have Habits

Like almost everything else, habits are a way we cope with the world. They’re cognitive shortcuts so we can save our brains for more appropriate work. And most times, they work pretty well. When things work the same way the majority of times, we don’t have to think about them every single time. We relegate them to habits. It’s why we have such difficult times with doorknobs, even when we’re given instructions (“push” or “pull” –and thanks to SI reader Peter Simmons for the example). Our brain is in short-cut mode, so it’s not taking the time to read signs. Based on the shape of the door handle, the presence or absence of push plates, whether we’re entering or exiting and other cues, the brain makes a decision to push or pull without really consulting our conscious mind. We won’t even see the sign (which would engage our consciousness) unless we don’t get the result we expect.

Habits are grooves worn in the brain, and they tend to be relatively durable because of that. The rule of thumb seems to be about three weeks. So, if you moved a light switch from the right side of the door to the left side, it would take about 21 days before your brain stopped telling your right hand to turn on the switch.

The Hand is Quicker Than the Brain

Here’s the important part of that circuit (the one in the brain, not the one that turns on the light). The loop between the brain and the right hand is an unconscious one. It’s made of synapses firing on autopilot. At a conscious level, you know the switch is on the left side, but the conscious loop is slower than the unconscious one. It’s the laziness of the brain at work. If we don’t have to think about everything, why should we? So your right hand is already patting the wall looking for the switch before your rational, thinking brain catches up and says, “It’s on the other side, idiot.” This has to happen a couple dozen times before the new groove in your brain is established and you can go back to not thinking about turning on the light switch.

Why Incumbents Usually Win

Now, in my typical, roundabout way, I am getting to why this is important in search. If we think about habits, it starts to become clear why Google has such a huge market share advantage. I’d like to introduce another idea called the “incumbency effect.”   When it refers to politics, the incumbency effect means that once you win an election, you have a greater chance of winning subsequent elections for the same office. This is due to several factors that give you the edge in the eyes of voters: familiarity, experience in the role, access to funding and the ability to call in favors racked up during the previous term. All things being equal, incumbents are tough to beat.

But in other arenas outside politics, the incumbency effect can also be driven by the fact that habits are formed. It’s not just the rational reasons why an incumbent can be tough to dethrone; it’s also the irrational ones. The incumbent has worn a groove in our brain. And to knock off an incumbent, with all these things in their favor, you can’t just be a slightly better alternative. You have to be significantly more attractive. Either the incumbent has to screw up badly, or you have to offer a dramatic improvement over them.

As per usual, my weekly allotment of words has run out before my idea, so I’ll pick this up next week, when we look at the incumbency effect and a parallel concept, cognitive lock in, and how they’re playing out in the world of search.

Wedding Night Advice for Microsoft and Yahoo

First published February 7, 2008 in Mediapost’s Search Insider

Now that there seems to be some sort of union in Yahoo’s future, blessed or otherwise, I felt the urge to pass along some advice to whoever the happy couple might be. For, in all this talk about the impending nuptials, the clear objective is to survive and compete in the business of attracting the attention of prospects online.

I offer this advice on behalf of users, because frankly, I think that’s the only perspective you should be interested in. I’ll explain why.

Why Search is Essential

First of all, there’s a lot of talk about how a Microsoft-Yahoo deal would give you the biggest chunk of the online ad network space, and this is true. But I hasten to add: Don’t forget search. Google has stumbled in rolling out another significant revenue channel that holds up against its search business, yet it has still dominated. That’s because the importance of search has been understated up to this point. Here’s why search matters.

Search is the thin edge of a wedge that is marking a fundamental change in advertising. And it’s fundamental because it’s initiated by the prospect. The importance of that sometimes gets missed by marketers, who start looking at search as just another weapon in their arsenal.

Search is important because of expressed intent. That puts it in a whole different league than all other advertising, online or off. Behavioral targeting is effective, but it’s still intrusive and interruptive. We ask for search results. That’s a different level of engagement, a different balance of control, and a different mindset on the part of the prospect. It’s the first place that balance shifted from the marketer to the customer, but it won’t be the last. Search is forging the way, but customers will demand that level of control and relevance to intent in more commercial communication from corporations. So, for all the talk about ad serving networks, it’s vital that the new duo gets search right. All the truly effective revenue channels will lead from search and the new principle of prospect initiation, including the vast untapped mobile and local markets. You can’t afford to screw it up.

Users Come First, Advertisers Will Follow

Secondly, all you should be focused on is one thing, and that’s meeting the expressed need of the user. Don’t talk to me about balanced ecosystems or serving the needs of both users and advertisers. While as an advertiser I appreciate the consideration, as a user I call it hogwash.

Search cannot serve two masters. One has to prevail. And it should always, always, always be the user. Users are the prospective customers, and without them, the equation doesn’t work. Get users, and the advertisers will follow. And those advertisers will play by the rules laid out by the users because they have no choice. Google gets it (probably due to the philosophical bent of Google and an inherent suspicion of advertising) and you’ll have to get it too to compete. So those ads better be highly relevant and in the user’s interest if they appear. If they’re not, don’t show them.

If you pay attention to nothing else, please pay attention to this one point. It’s vital to your success.

Church and State: Antiquated Concept?

The final piece of advice is not to be so set on holding on the divide between church and state on the search results page. This is one holdover from the offline world that may be due for rethinking.

The concept of the church/state divide came from the fact that advertisers will always push their advantage. That’s one reason why you can’t have a balanced ecosystem. Advertisers have always had a much louder voice that gets heard more often. So in traditional channels, the only answer was to divide up the page (or other real estate). Advertisers had free reign over some sections, but they had to keep their hands off others. Consequently, we’ve learned to largely ignore the real estate given over to advertisers. The success of this church/state division has been questionable in the past, but it’s a relic of journalistic thinking that somehow became entrenched in the world of search.

But if you pay scrupulous attention to my first two pieces of advice, you don’t have to worry about church/state. The fact is that in search we have expressed our desire for relevant information, and if that information is commercial in nature, and it matches our intent, than we’re open to it. At my company, we’ve looked at interactions with search advertising in minute detail, and while people will self-report an aversion to advertising in general, in the midst of a task, relevance trumps all. If an ad is the closest match, it will succeed.

This opens the door to mash up editorial functionality with commercial messaging in a richer way. As search becomes better at determining intent and delivering richer results, the opportunity exists to seamlessly integrate commercial messaging with other information in a user-centric way. But user trust is paramount. Let the user set the rules of what’s acceptable.

So, whatever happens, this is the advice I would give. There’ll be a lot on your mind in trying to navigate the new union, so I’ve kept it simple. You can thank me later.

More on Search, Transactive Memory and the Elastic Mind

First published January 31, 2008 in Mediapost’s Search Insider

Thomas Young was the last person who knew everything. Or, at least, that’s Andrew Robinson’s claim in his book of the same title. Whether you agree or not, the accomplishments of this 19th century Quaker were certainly impressive. In contradiction to Newton, he proposed the wave theory of light, furthered our understanding of the mechanics of the eye, helped invent Egyptology and decipher the Rosetta stone, created a measure of elasticity in engineering, was an accomplished physician, created a technique for tuning keyboard instruments, compared 400 languages, coined the term Indo-European and still had time to pioneer developments in carpentry and life insurance. Thomas Young was the human Google of his age.

Today, our world is much more complex. There’s too much knowledge to store in just one mind. So, we tend to find other places to keep it for when we need it. Hence the concept of transactive memory, which I touched on last week.

Misty, Watercolored Memories

We have different methods for storing different types of memories. The way we remember our 21st birthday (if we still remember it at all) is different than the way we remember our phone number. Then there’s the way we remember how to ride a bike, or what Led Zeppelin’s “Black Dog” sounds like.

And some people are better at remembering certain types of things than others. That’s why we’ve adapted to extend our memory capabilities by using transactive memory. We rely on others to store memories that we might need at some point. Our wives remember birthdays. Our kids remember how to program our smart phone. Our co-worker remembers how to run the virus scan on our computer. We don’t have to remember all these things; all we have to remember is who does.

The Transactive Web

But what about computers, and, by extension, the Internet? What about search? Doesn’t this take transactive memory to a level never thought of before? Even the reduced work load of remembering who remembers what is significantly more trouble than just being able to instantly recall information with a well-placed query. We dump the details of our life on a hard drive somewhere, and search for it when we need it. Even if we’re looking for something we didn’t know we needed, like the recipe for haggis (how many of you celebrated Robbie Burns Day last Friday?) we can find it when we needed it. And we don’t have to remember it, because we know it will be there come next Jan. 25.

The Adaptive Brain

And that brings us to the second point I raised last week, that of neurological plasticity. Our brain prunes itself, getting rid of capacities we really don’t need anymore, and strengthening those that we do. This happens to the greatest extent in the first few decades of our lives, but it is a lifelong process. I am forcibly reminded of this when my 14-year-old daughter asks me for help with her algebra homework. At one point in my life, I knew this stuff. But most of those neurons have long since disappeared. To offer any help at all, I have to relearn what I once knew, building new neural pathways.

So, as we have to worry less about remembering certain things, like facts, dates, phone numbers and addresses, will our semantic memory capabilities, the place we store these things, become less exercised and therefore, pruned out of the way? And in its place, will we develop greater skills in navigating online spaces?

It’s really not a question, it’s already happening. We can see the difference in the generational abilities in the online space, or when our kids kick our virtual butts in a Wii showdown. But we’re still in a place where we’re balanced on the cusp between the pre- and post-digital world. We still have a foot in each realm. Let’s fast-forward a generation or two and see which capabilities that seem so essential to us today have disappeared. And which new talents, unfathomable to us today, have taken their place.

Exponential Technological Advances

Now, obviously, this is nothing new. We don’t need to remember how to shoe a horse, and our great-grandfather would be amazed (and possibly aghast) at a trip on a California freeway. Change has always happened, and humans have always adapted. But there’s something different now. Raymond Kurzweil calls it The Law of Accelerating Returns. The need to adapt to leaping technological advance is getting more and more demanding. Technological growth is exponential. At today’s rate, we experience 20,000 years of progress in a century. In the year 2045, Kurzweil believes we’ll hit a point where machines become smarter than humans. Could the human mind, which is amazing in its adaptability, simply be outstripped by technology?

One last thought. If you believe in evolution (as I do) humans have evolved as the preeminent species through a long line of trial and error, with our environment as the ultimate judge of genetic worthiness. The problem is that evolution is a long, slow process. Our evolutionary environment, the one we’ve adapted to excel in, is a hunter-gatherer society several thousand years past. Evolution never equipped us to function in the world we live in, except in one regard. It equipped us with an adaptable mind that allows self-awareness. And even that is inextricably tied to our human nature. The human mind is a wonderful thing, but unfortunately, it doesn’t benefit from Moore’s Law.