Tuesday, May 31, 2005

Search: The Rise of Specialization

Adam Smith once said that specialization is a function of market size.

It is no surprise then that the search market, as it grows, is seeing the emergence of specialized, vertically-oriented search algorithms and companies. Searching for good answers wrt the types of search companies starting today and how an investor might want to participate in Adam Smith's prophesy of specialization, I attended today's Under the Radar conference in Mountain View. Under the Radar is a showcase for emerging search and mobile application companies and is targeted at the press and venture investors.

The common abstraction across all the presenting search companies is that while generalized, web-searching is useful, certain classes of queries demand a move from page-link analysis to algorithms more germane to the query at hand. Categories of specialized search include
  • Mobile search (optimized for handset form-factors, location-based services, and carriers): Medio Systems
  • Product search (optimized for product reviews and comparison shopping): Fatlens and Become
  • Rich media search (optimized for video and audio): Blinkx, GoFish, and Meevee
  • Travel: Kayak
Wrt product search, an example helps to make the point. If you search on Google for "Red Sox," the first listing is, appropriately, redsox.com. If you search on FatLens for Red Sox, you get a listing of available tickets to buy for Redsox games. Fatlens is an example of a company optimized to solve a problem ( help find tickets to events), rather than generic information about a category/topic (help me find the Red Sox home page).

The elephant in the room is obviously, what about GOOG, YHOO, and MSN? The major giants are investing heavily in search and extensions to web search. Will consumers seek results optimized for specific queries - travel, rich media, product shopping, event tickets, etc? Will the very models of analysis that make GOOG so powerful on the web (link analysis) leave room for specialists to enter with algorithms with limited general value but strong, vertically specific search results? Will the search start-ups be destination sites or will they syndicate their specialized search results to aggregators of queries (today's big three)?

A further observation is that the business models of various search companies are coalescing around a few key variables:
  • Advertising (Ex. Google Adsense as a partner, direct sales to advertisers)
  • Lead generation or referrals (revenue per click, revenue per customer acquisition, etc)
How does a search site generate revenue? A breakdown of revenue per search helps to understand.

At a high level, Revenue Per Search = Coverage x Click-through rate x Price Per Click


  • Coverage (#searches that show ads/total # searches)
  • Click-through rate (total # clicks on ads/# searches that show ads)
  • Price per Click (total amount received from advertisers/total # of clicks)
  • or total amount received from advertisers/total # searches
The specialized search vendors' business models presume that specialization will lead to higher value to consumers (greater relevancy) and hence more qualified leads to advertisers. Sounds reasonable.

WRT verticalization, a few thoughts:
1. Future revenue f(revenue per search or "RPS")

2. RPS f(domain specific problem resolution)

3. Domain specific problem resolution f(verticalization and specialization)

4. Verticalization f(investment in domain specific search algorithms)

5. However, venture returns are a f(scale and market size)

6. Focus limits scale

7. Therefore, future scale must be f(indirect sales and extensible product platform)

Accordingly, I buy that all queries are not created equal. A search for Red sox tickets, Red Sox jerseys, Red Sox highlight clips, and Red Sox pitchers may all require search engines optimized for the nature of each request. I do not buy, however, that consumers will want to visit N number of search companies to answer N number of queries. Nor do I believe that it is capital efficient to raise money to compete to become a destination site.

Rather, I believe the vertical search space will only see scale and success to the extent that major content or web properties see sufficient value in specialized search that they syndicate results from specialist search engines and play the role of aggregator of traffic and integrator of best of breed search function.

The key bet for a vertical search vendor today, in my mind, is that will engineering driven cultures, like GOOG and MSFT, overcome their not-invented-here bias and grant that specialized vendors produce better results than they are capable of producing through incremental hiring of specialists and tweaks to their search engines. If the answer is no, then I think the specialists lose. If the answer is yes, then MSFT and GOOG may morph from technology innovation companies (the best search innovators) to integrators of best of breed function and ad networks that drive queries across underlying and optimally suited third-party search engines. As a user/consumer, I clearly believe we will "win" if GOOG, MSFT, and YHOO aggregate specliazed search on our behalf rather than force us to alt-tab across N search engines to get us our much needed N answers!

GOOG's market cap and traction is clearly heralding in a new golden era of search innovation - will it pay off for venture investors?

Thoughts?

71 comments:

Jeff Clavier said...

Sounds like you should attend Vertical LEAP where we'll most likely talk about that very topic.

Re the economics, the ability to target more precisely classes of users certainly attracts much higher CPMs - provided that page views and uniques have reached a "meaningful" scale. And meaningful depends obviously of the vertical.

As to the question of payoff for VCs, I think that it is going to be challenging. Large players will have to make a buy/build decision reasonably early on promising verticals. Early take-outs will be rewarding for the early stage guys or angels, but not VCs.
The opportunity might be in local "copycats", like Kelkoo in Europe.

Anonymous said...

I like the blog and too was in the audience at Under the Radar. You definitely capture the risk/reward.

My concern with these is that:
(a)distribution and customer acquisition is paramount, and none of these guys made it clear how they were going to pull that off. Building a destination is an expensive and time consuming effort, not likely to end up winning in this day and age
(b) From the 5 minute pitch, it’s not clear to me how they improve the quality of search results so that the relevance/accuracy is that much better than the generalized enginge. With a few iterations of a search, you can probably get to the content that you are looking for on one of the ‘generalized’ search engines - in fact, some of these portals are doing just that - whether through Froogle or Yahoo Shopping;

The allure for 1st gen shopping search engines was being able to index and retrieve semi-structured and structured product info and lock up distribution via partnerships, because what they did was actually much more difficult to do than text based web search, and then monetize from merchants wanting more focused leads - not sure how these guys are that different technologically at the end of the day.
I think that these guys get to a place where they get some traffic, and also get to some revenues, probably $5-10M annualized, and then flatten out - they may even be profitable. I’m willing to bet that many VCs fund many of these, hoping that one gets the right formula of according to your blog.
I’d be looking for signs of rapid organic growth. It is is many respects the true data point about the utility of a consumer offering, which will also tell you how high margin the business can become. The revenue side is well understood now, in my humble opinion.

Dave said...

btw, the Vertical Leap link should go to www.sdforum.org/vertical. the event is being held by SDForum on Tue 6/28 in Silicon Valley. the 1-day conference will cover a variety f topics in vertical search, including local search, shopping, travel, classifieds/jobs, news/blogs, etc.

Nivi said...

Paul Kedrosky wrote an excellent article on combining vertical search with Greasemonkey:

http://paul.kedrosky.com/archives/001257.html

Sean O'Rourke said...

Great post, great discussion.

briefly,

The general search engines already aggregate specialized search engines in their main search results, particularly for category-level keywords. The more useful to the tool, the more links they attract, the higher they rank, and so on. Search for "travel" on Yahoo or Google and you will find no shortage of vertical search tools. I get where you are coming from re: deeper integration, but I had to make this point, because it is not like we are starting from scratch to find these tools.. they bubble up.

Back on the topic of integration, since you mentioned the Big 3, you might want to check Ask Jeeves. They show advanced search forms for many verticals. Example, a search on "travel" gives an advanced search form for Orbitz. But can they take the next step and execute a travel search? In this case, no. They could do more with simply-structured keyword searches, but the point is there will be many types of vertical search tools, and many types of aggregation, this will not be a case of one-size-fits-all.

Anonymous said...

I have been to your site and I too am working very hard at make money with adsense to increase my revenue. I am also looking into many NEW ways to utilize the design to further direct people to follow my ads.
make money with adsense

Anonymous said...

I have been to your site and I too am working very hard at high paying adsense keyword to increase my revenue. I am also looking into many NEW ways to utilize the design to further direct people to follow my ads.
high paying adsense keyword

Clickbank Mall said...

Join the only TV advertised affilated program and cash in on the masses that will be joining TVcoop.netfree stuff

Anonymous said...

Hey... Interesting post on voip fax phone. By the way... Just found this resource where you can post your own articles on voip fax phone - if you have something you want to share with the world. Besides, at the same time you'll get a link back to your own site on anything concerning voip fax phone - or whatever else you'd like... why don't you check it out for yourself now...

Clickbank Mall said...

Join the only TV advertised affilated program and cash in on the masses that will be joining TVcoop.netjoin

WorldTrader said...

Hi!

I really enjoy your blog aimed at VoiP Solution.
This VoiP Soulution is based on P2P and I'am very impressed of all the options. It must be some of the best Voip Solutions Architecture on the net.
As an Affiliate you get a very lucrative income potentials, Total company payout: 90%
cheapest solution voip
and
cheapest solution voip

Regards

Trond K.

blaze said...

Great info about adsense ads I have a lage interest also and have a site about adsense ads please feel free to check it out.

blaze said...

Great info about adsense template I have a lage interest also and have a site about adsense template please feel free to check it out.

doer said...

Hello, just visited your blog, it's informative. I also have a website related togoogle adsense software. So make sure you visit and hope it's useful.

doer said...

Hello, just visited your blog, it's informative. I also have a website related togoogle adsense software. So make sure you visit and hope it's useful.

Anonymous said...

You have done a great job on setting up your Blog. Your site will definately be bookmarked.

I am in the process of setting up a income investing
site. It's basically a resource site which covers income investing
related stuff.

Please let me know what you think if you have time to check it out.

Anonymous said...

Very cool blog you got! I just added you to my bookmarks!

I have a great article resource you might want to check out.

Sholly said...

Hi,
Do think you could get a banker's desire to force money into your laps?

mortgage financing enligtens about mortgage financing

Anonymous said...

Hello!
Very interesting blog.
I will make sure to come back often to this blog.
If You really are interested in offshore investing opportunities I can strongly
recommend offshore investing opportunities
Here You can find an almost comlete directory of this subject.

Anonymous said...

Great Blog! A real pleasure to read! Do you know that Traffic Portals will really boost your conversion rates and generate exclusively yours leads? We offer VOIP webinars - Marketing Courses Using Web Conferences about Traffic Portals I also have a website that talks about various high profile topics such as Retirement and includes an eBusiness Directory. I also would like to tell all of you reading this terrific blog about Retirement that should you be in need of a terrific host for a serious eCommerce Website that www.Kiosk.ws is Awesome Hosting value! They have the best online support team for all of your technical questions and a 3 minute emergency pager too. Looking to start your own affiliate program? They have an excellent script for you! They give you $70,000 dollars worth of software to build just about any type of e-commerce website you need! Go check it out if you get a chance. You can make more money than you spend and Create Free Will for Yourself! Again, Great Blog! Thanks. The info on Retirement Sooner was very informative!

Seth said...

hey, nice blog here, mind if i do a link exchange with you?
my blog's nice too, it's about secret adsense
stuffs, many more, even becoming rich wealthy exact instructions, something you can't miss!Trust me, you'll change your life in a matter of minutes : )
Can visit my blog about google adsense secrets, business opportunities, becoming rich, and much more, if you don't want to be rich dont ever click

Anonymous said...

Nice site. Check mine out if you can. investing in gold

Anonymous said...

Great Blog! A real pleasure to read! Do you know that Traffic Portals will really boost your conversion rates and generate exclusively yours leads? We offer VOIP webinars - Marketing Courses Using Web Conferences about Traffic Portals I also have a website that talks about various high profile topics such as Retirement and includes an eBusiness Directory. I also would like to tell all of you reading this terrific blog about Retirement that should you be in need of a terrific host for a serious eCommerce Website that www.Kiosk.ws is Awesome Hosting value! They have the best online support team for all of your technical questions and a 3 minute emergency pager too. Looking to start your own affiliate program? They have an excellent script for you! They give you $70,000 dollars worth of software to build just about any type of e-commerce website you need! Go check it out if you get a chance. You can make more money than you spend and Create Free Will for Yourself! Again, Great Blog! Thanks. The info on Retirement Sooner was very informative!

coranoid said...

I was looking for a blog about juice make money xango and i stumbled on to your. My site is about juice make money xango. You should check it out I am giving away free software right now.

Seth said...

hey, nice blog here, mind if i do a link exchange with you?
my blog's nice too, it's about google adsense secrets
stuffs, many more, even becoming rich wealthy exact instructions, something you can't miss!Trust me, you'll change your life in a matter of minutes : )
Can visit my blog about google adsense secrets, business opportunities, becoming rich, and much more, if you don't want to be rich dont ever click

Google Page Rank 6 said...

Want more clicks to your Adsense Ads on your Blog?

Then you have to check out my blog. I have found a FREE and Legitimate way that will increase your earnings.

Come Check us out. How to Boost Your AdSense Revenue

Johnny said...

Hello, just visited your blog, it's informative. I also have a website related togoogle adsense software. So make sure you visit and hope it's useful.

offshore tax haven said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on .

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

offshore platform foundation said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on offshore platform foundation.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

VoIp Solutions said...

I just came across your blog and wanted to drop you a note telling you how impressed I was with the information you have posted here.
I also have a web site & blog about cisco voip so I know what I'm talking about when I say your site is top-notch! Keep up the great work!

My VoIp Solutions said...

I just came across your blog and wanted to drop you a note telling you how impressed I was with the information you have posted here.
I also have a web site & blog about internet phone voip so I know what I'm talking about when I say your site is top-notch! Keep up the great work!

Anonymous said...

What If This Could All Happen Automatically,
with a simple push of a button.....

offshore platform foundation said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on offshore hedge funds.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

Anonymous said...

Hi,

We may share some interest part of telecommunications story or update, so visit my website **Telecom** site/blog. It pretty much covers Telecommunications Updates related stuff.

Have a nice day.
Otai

Anonymous said...

Hey, you have a great blog here! I'm definitely going to bookmark you! The information and Internet marketing product evaluations that you provide are great for beginner webmasters.

I have a internet business promoter site/blog. It pretty much covers internet business promoter related stuff.

Come and check it out if you get time :-)

Anonymous said...

Hi,

We may share some interest part of telecommunications story or update, so visit my website **Telecom** site/blog. It pretty much covers Telecommunications Updates related stuff.

Have a nice day.
Otai

edison chouest offshore said...

You've got a great blog here. Myself, I will be starting a blog shortly to complement my website on .

Anonymous said...

Among these magnificent benefits is the chance to be able to promote your business, any business,

Sound Ideas said...

Hi: Interesting blog. I’ll save it in my favorites. I have a blog about San Diego home theater & San Diego home automation. My website has more extensive info on San Diego integrated systems Please visit if you have the time.
Thanks, Steve

offshore platform foundation said...

Nice blog :)......Interesting post on this post. Personally, I've always been fascintated with hsbc offshore, so I created a website not long ago called just that - hsbc offshore.

It'd be great if you were to drop by for a few seconds - have a look around, check out a few of the informative links I've got there.

Brian said...

Hey, you have a great blog here! I'm definitely going to bookmark you!

I have a internet advertising cost site/blog. It pretty much covers internet advertising cost related stuff.

Come and check it out if you get time :-)

offshore company incorporation said...

Will Price, interesting post - this post.

Personally, I've always found offshore platform foundation to be very intriguing, and interesting, but not always very informative. So I did some research and started my own webpage to help people get started with offshore platform foundation.

If offshore platform foundation also piques your interest, come by when you've got a few seconds - check out the different resources listed. I'm sure you'll find it very interesting.

offshore tax haven said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on offshore tax haven.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

offshore company incorporation said...

Will Price, interesting post - this post.

Personally, I've always found offshore hedge funds to be very intriguing, and interesting, but not always very informative. So I did some research and started my own webpage to help people get started with offshore hedge funds.

If offshore hedge funds also piques your interest, come by when you've got a few seconds - check out the different resources listed. I'm sure you'll find it very interesting.

Johnny said...

Every online business need free traffic. This free traffic handbook is very update and helpful.

Anonymous said...

Hi, here is the greatest federal business opportunity of the 21st century. Come and check the videos about federal business opportunity and see why it is possible to make $4,000 a week ! Dave

GooglePlexMan said...

I really like your blog. Did you know that you can find all kinds of Make Money Online
online. It's the best place for finding Make Money Online
so tell everyone.

Anonymous said...

Last month I made $12,124 with Google Adsense...Click
here for free on how you can do the same!

Anonymous said...

Hey, you have a great blog here! I'm definitely going to bookmark you!

I have a email marketing uk site/blog. It pretty much covers email marketing uk related stuff. Plus you can advertise to billions using our email marketing uk tools.

Come and check it out if you get time :-)

Anonymous said...

And A Link Back To Your Web Site Excite You?

Chuck Reynolds said...

credit repair law firm MyOpp is the first portal to activate a complete portfolio of income streams with one click!credit repair law firm

Anonymous said...

Will Price, interesting post - this post.

Personally, I've always found w t offshore to be very intriguing, and interesting, but not always very informative. So I did some research and started my own webpage to help people get started with w t offshore.

If w t offshore also piques your interest, come by when you've got a few seconds - check out the different resources listed. I'm sure you'll find it very interesting.

offshore company incorporation said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on offshore tax haven.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

Anonymous said...

Bueno!! I was doing some research about juice.net monavie and came across your blog. Was glad to see you writing about juice.net monavie because I have been working on a site to help people who sell juice.net monavie!! Gracias!

Jamie said...

Bueno!! I was doing some research about international juice noni sales tahitian and came across your blog. Was glad to see you writing about international juice noni sales tahitian because I have been working on a site to help people who sell international juice noni sales tahitian!! Gracias!

offshore tax haven said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on edison chouest offshore.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

hsbc offshore said...

Will Price, interesting post - this post.

Personally, I've always found offshore platform foundation to be very intriguing, and interesting, but not always very informative. So I did some research and started my own webpage to help people get started with offshore platform foundation.

If offshore platform foundation also piques your interest, come by when you've got a few seconds - check out the different resources listed. I'm sure you'll find it very interesting.

editor said...

Superb Blog, well done.
Here an interesting Site regarding:
Debt Consolidation, Debt Consolidation information, Personal Debt Consolidation, Debt Settlement

Infactahost.com said...

Hey, you have a great blog here! I'm definitely going to bookmark you!

I have a web site traffic exchange site/blog. It pretty much covers web site traffic exchange related stuff.

Come and check it out if you get time :-)

Anonymous said...

Will Price, interesting post - this post.

Personally, I've always found to be very intriguing, and interesting, but not always very informative. So I did some research and started my own webpage to help people get started with .

If also piques your interest, come by when you've got a few seconds - check out the different resources listed. I'm sure you'll find it very interesting.

w t offshore said...

You've got a great blog here. Myself, I will be starting a blog shortly to complement my website on offshore tax haven.

hsbc offshore said...

Will Price, interesting post - this post.

Personally, I've always found to be very intriguing, and interesting, but not always very informative. So I did some research and started my own webpage to help people get started with .

If also piques your interest, come by when you've got a few seconds - check out the different resources listed. I'm sure you'll find it very interesting.

w t offshore said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on offshore company incorporation.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

Gordon said...

Hello, just visited your blog, it's informative. I also have a website related togoogle adsense software. So make sure you visit and hope it's useful.

Gordon said...

Hello, just visited your blog, it's informative. I also have a website related togoogle adsense software. So make sure you visit and hope it's useful.

offshore tax haven said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on offshore platform foundation.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

w t offshore said...

You've got a great blog here. Myself, I will be starting a blog shortly to complement my website on .

offshore tax haven said...

Nice blog :)......Interesting post on this post. Personally, I've always been fascintated with offshore tax haven, so I created a website not long ago called just that - offshore tax haven.

It'd be great if you were to drop by for a few seconds - have a look around, check out a few of the informative links I've got there.

edison chouest offshore said...

You must have spent a lot of time putting together your blog. You must be proud of it.

I am planning to start a blog soon - to go with my website on hsbc offshore.

Do you have any advice for someone just starting their own blog?

If you do, do you think you could post a quick message on your blog here so all of us could benefit from your wisdom?

Thanks

offshore hedge funds said...
This post has been removed by a blog administrator.
hsbc offshore said...
This post has been removed by a blog administrator.