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Yesterday, I mentioned how Cleary Gottlieb had borrowed knowledge engineering techniques from the military, to capture the expertise of senior staff, embed it in a computer system and pass it on to junior lawyers online, in the form intelligent online textbooks and knowledge maps. But I was left wondering about the system’s interactivity, intelligence, and the currency of information therein.

Today, having read about iLink – another military-funded project – I’m now wondering if the Cleary Gottlieb system incorporates any of the social-networking ‘AI’ features mentioned in that article (given the military connection!)?

iLink was developed as a part of the SRI-led CALO (Cognitive Agent that Learns and Organizes) programme and was funded and managed under DARPA’s PAL (Personalized Assistant that Learns) programme.  Mark Rutherford reports that:

iLink is a machine learning-based system that models users and content in a social network and then points the user to relevant content, discussions, and other network members with shared interests and goals across a broad range of scenarios.

To do this, the system uses message-matching technologies for finding related information, and algorithms for gathering data from multiple sources and compiling it together, whilst differentiating private information from that which is safe to share.

Now certain of those technology features/capabilities don’t sound too removed from some social software tools currently on (or almost ready for) the market.  For instance there’s:

  • Newsgator ES – has smart feeds and recommendations.
  • PagesPlus – allows content to be pushed out to the categories and pages corresponding to the tags, and to the users who are subscribing to feeds from those categories.
  • IBM’s Beehive – currently in the research phase – with the capability to ‘recommend’ connections based on activities, tags, bookmarking, etc.
  • Zemanta – blog posts, articles or web pages are directly “read” by Zemanta, which recognizes all contextual content. It then combs the web for the most relevant images, smart links, keywords and text, instantly serving these results to the user to enrich and inform their content.

Nevertheless, it is iLink’s learning capabilities, and SRI’s work in modeling how real-time, dynamic social networks communicate and cooperate to solve problems, that really spark the imagination.  Sarah Perez indicates that the technology:

[has been] used to develop a system for FAQ generation within a network – they call this technology “FAQtory”. With this technology implemented on a social network, FAQs are continuously generated and revised by the community using a Wikipedia-like model, as opposed to being static creations made by the site’s authors. [But it’s no ordinary user-generated FAQ system] – instead, iLink’s FAQtory technology allows for incremental bits of information [to be added] – even those that don’t qualify as answers to the question. As the members contribute these bits of information, the learning system in iLink monitors how users are [attempting] to resolve queries and is then capable of drafting off the social network’s learning.

Potential commercial benefits and applications of such learning technology abound in business. Like expertise identification, comprehensive client information aggregation and delivery, FAQ generation and smart RSS filtering.  As members of, and information in, social networks increase exponentially, there is a growing need to move away from search and retrieval models of information and expertise location.  This is where smarter social technologies will help to streamline the process of recommending, and delivering, information and expertise (as well as filling-in information gaps as they go) to help people get their jobs done more effectively and efficiently.

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The Financial Times collates and commends a variety law firm ‘innovations’ in its latest annual report on “Innovative Lawyers”.  But ‘innovation’ is now being used so loosely and frequently that it seems any old initiative is tagged as ‘innovative’.  So what is ‘innovation’ and how do firms generate it?

Peter Drucker succinctly described ‘innovation’ as “change that creates a new dimension of performance”.  Such change can occur on a spectrum of incremental -> radical innovation.  The former tends to be less costly, risky and dramatic, and the latter shifts us to a whole new paradigm in the way things are done or the products/services that are offered.  In each case, “innovation” drives businesses forward into producing new products and services, new markets, new ways of doing things, and, in particular, new ways of making money.

But the ‘change to something new’ isn’t just about coming up with good ideas, or technology pushing innovation.  John Soat records Ram Charan’s thoughts on innovation, which are right on point here:

“1. [It is a myth that a]nybody who comes up with a good idea — [is innovative]
2. [T]echnology for technology’s sake doesn’t work.  It must intersect with the consumer to fulfill a need or demand.

Charan’s other tips for transforming business (reported by Mitch Wagner) include:

  • Participating in true innovative growth projects for business, which means a change to the cost-cutting mentality to a mindset that goes after revenue growth
  • Enhancing the brand
  • Increasing customer consumption of the company’s product not just market share.

Those points echo the position expressed by DeMarco & Lister (1987) in Peopleware 20 years ago:

“Organisations that build products [or services] with the most value to their customers win.  Those that build products [or services] that make the world yawn lose, even though they build them very, very efficiently.  Even those who stumble while building products [or services] of high value win over the efficient yawners.”

Those views pitch ‘innovation’ as a social activity, which requires the development of appropriate competencies and resources for creativity, to encourage learning, growth and delivery of high value products/services.

The FT report, however, commends numerous out-sourcing, off-shoring and cost-cutting initiatives in the sections about ‘Thought Leadership’ (!), ‘Client Service’ and ‘In-house Lawyer’.  Apart from the obvious drivers in the current economic climate to tighten budget-belts, those initiatives focus only on the efficient performance (or production) of commoditised processes (or products/services).  Whilst demystifying, simplifying, or simply outsourcing, legal processes can help in reducing the cost of delivering legal products/services, those activities don’t assist in building/renewing capabilities overtime via an environment of learning and creativity.

Consequently, the types of knowledge-creating and diffusion activities leading to innovation capabilities I was looking for in the FT report involved experimenting, importing knowledge, problem solving and implementing and integrating (Leonard-Barton Model of Technology Capability (1992)).  Which is why I chose the following examples from the report (of Client Services, Marketing and Technology/Knowhow) to illustrate elements of the foregoing activities, as well as the approaches to innovation advocated by Charan and DeMarco/Lister.

In particular, the examples emphasise the importance of relationships/social networking, autonomy, knowledge sharing and information personalisation. They provide some insight into how firms are trying to get closer to their clients so as to provide them with the highest value products and services, as well as development of robust knowledge-bases.  And whilst the initiatives may be common or obvious to companies in other sectors, they are creating new dimensions of performance within the legal sector.  As such, there seems to be tremendous potential for firms who are capable (and willing) to experiment and import knowledge from a variety of sources and industry sectors.

Client Services (“Pleasing Results”)
Clifford Chance introduced what is essentially a social networking programme connecting its more junior lawyers with their peers in Citigroup.  A structured programme of events has been designed “to give its more junior lawyers a broader understanding of Citi’s core product areas, strategic objectives and, most importantly, the client’s concerns”.  The hope is that the scheme will develop long-lasting connections with Citi by cementing peer-level contacts and “even [form] a basis for succession planning in managing the Citi relationship”.  The approach was welcomed as “a common-sense move and a first-of-its-kind among [Citi’s] law firms”.

Comment:  There are signs here of organisational learning about ‘control’ and power of networks (i.e. client relationship building no longer ring-fenced to partners).  Given that this initiative involves junior lawyers and their peers (i.e. Gen Y), I wonder if it is also, or will be, supported by online social networking, which enables people to ‘friend’ and ‘follow’ others, create communities of interest, post photos, events and status updates, and generally connect in ways they have become accustomed to on the internet?

Marketing (“Sweetening the Deal”)
Malcolm Cannon, chief executive of Hunter Boot, the boot maker, indicated in the report that he is bombarded with information from other firms. “KnowlEDGE is extremely simple to use and lets you tailor it.  …  Maclay Murray & Spens is so different from other law firms in simplifying things and giving a much more human touch. The branding is strong and consistent and the marketing is reassuring, so you feel you are buying into something that is special to them and so is special to you.”

Comment: This is a great example of the enormous strategic value of technology, which coincides well with Charan’s point about technology intersecting with the consumer to fulfill a consumer need or demand”.  It also illustrates innovation in the form of law firm ‘brand enhancement’.

Technology/Knowhow (“Use IT or lose it”)
Cleary Gottlieb features for “knowledge engineering techniques to capture the expertise of senior staff, embed it in a computer system and pass it on to junior lawyers online.”  The report goes on to state that “this collective experience is distributed on the firm’s intranet as knowledge maps – graphic presentations of how to perform key transactional processes, with each stage backed up by extensive documentation … [described] as intelligent online textbooks”.

Latham & Watkins was also highly commended for its creation of “structured” wikis or “twikis”, which enable the firm’s lawyers to create their own applications without involving the firm’s software developers.

Comment: The knowledge capture and codification idea in the Cleary Gottlieb imports technology/knowhow form the military arena.  However, it does leave me wondering about how:

  • information flows through the knowledge maps (and documentation) to keep them current,
  • they are linked to expertise, networks and new projects, and
  • people interact with them – tagging what’s relevant, leaving comments or asking questions about ambiguities?

Unfortunately, there was no further detail on the types of mash-ups at Latham & Watkins.  I’m speculating here, but the innovation could provide the firm’s lawyers with personalised dashboard (Netvibes style), promotes the usability and efficiency of the wiki.  Mash-ups are a key tool in user adoption of the technology, allowing each user to easily select and organise his/her information flows, social networks, activity streams, and tools depending on individual preferences and work needs.  They can also push to the fore important content, specific to the person, based on that person’s activity and preferences.

In light of the examples of innovation (and technology cross-over) outline above, I’d like to finish with a thought from Bruce MacEwen (Adam Smith Esq. – 13 June 2008) about the role of technology in innovation, empowering people and binding a firm together.  After relaying almost-forgotten aspects of the personal computer revolution in the 1980s, and the enormous strategic value of the shift, he suggests that:

“[T]oday the goal is … to embrace the range of Web 2.0 technologies–social networking software in general, which enables people to collaborate at a distance.  Because, after all, what do lawyers do?  They collaborate.  And in today’s economy, they are almost surely collaborating “at a distance”–in space or in time or both.”

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