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Valeria,
I think that this concept broadens out beyond retail very well. Even in longer sales cycle, considered purchase, B2B environments, creating a great experience is key.

Prospective buyers can get comfortable, learn, experience, and explore. When a buying event comes up in their business, they will have developed a brand affinity and comfort level that will draw them to that potential vendor.

One of my favourite examples of this, Exeros created their MDM University http://www.mdmuniversity.com/ that educates on all sorts of master data management topics. Prospective buyers might educate themselves on related topics for many months before showing purchase interest, but when they do, the brand affinity that has been created is valuable.

Customer experience is key. I never have had buyer's remorse from something I have purchased on Amazon. Somehow, the recommendations average out to being correct, and their use of their database is outstanding.

If you purchase, say, historical non-fiction books or lawn furniture they will not give you recommendations for romance novels.

Another thing that I like about Amazon is that they are not limited by shelf space to the most popular of anything. You can usually find that obscure novel, even if you are actually buying it (through Amazon) from a small bookstore in Harrisburg, PA.

As a buyer of Amazon I find their recommendations make me stay longer than I otherwise would of. Also I find that new features are implemented slowly without too many surprises.

@Steven - I've been enjoying your insights - thank you! What a great example for B2B as well. Especially when the sales cycle is long in a more complex sale, and the competition is there, educating, helping out, illuminating issues one would have not thought about are all excellent ways to build a relationship and make a good (brand) impression.

@Neil - I tend to buy in bulk to give books to others as thank yous, etc. Once I had received an order at work, but because the company was closed, the package did not make it to my desk. I wrote to Amazon and explained the situation and they replaced the order. Chris Anderson used Amazon in his book "The Long Tail" as an example of an aggregator and filter of content/items. I buy my Italian music there. Still prefer to have the package to just digital.

@Chris - isn't it interesting how we start reading something and we keep discovering new material. And you're right, they allow visitors to get used to new features.


Your idea of bulk books as thank you gifts is fantastic and your example of excellent service is great. I really like Amazon.


BTW, I am curious, when you say Italian music do you mean opera? :-)

Yes, constant incremental improvement is definitely one of Amazon's success strategies. And, they do not do too much. The look and feel is the same as when it went online back in the day.

The main driver of Amazon's growth is its recommendation engine. This technology allows you to find the items that you are most likely to enjoy, out of tens of millions of items available!

There are several discussions of Amazon success strategies here:
http://www.onlineinvestingai.com/blog/tag/amazon.com/

Great article. So true + on point. I checked out what Read/Write Web has to say on the issue of "content recommendation":

http://www.readwriteweb.com/archives/recommender_systems.php

McManus divides content recommendation up into 4 parts. It seems a tug of war between content based + personalization based solutions. I think having options in both directions is good. Because "intent" or "location" based changes in searches can skew personalization. For instance, if you were searching on vacation vs. at home. I'm sure algos can be written to take these into account.

In my short research, I also noticed My Blog Log started a personalization service sometime last year (I believe the story is also on Read/Write Web)

Valeria,

I would be remiss not to mention the folks at Hyve Up who seem to cover the recommendation market pretty well, including posts which examine music recommenders like Pandora (not included in this post):

http://hyveup.tv/2008/10/introducing-aggregate-knowledge.html

I think this a real place where social media and usability can really mutually enforce each other and add tons of value to both users and corporations.

Take care,
Nathan

I love it when people get into it with a post and share their own learnings. Thank you so much for the links and for building on the ideas, Nathan. Bookmarking right now!

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