Wednesday, October 17, 2007

Vivisimo hits the bullseye--Rebecca Thompson on Velocity 6.0

I'm attending a presentation at the Omni-Parker Hotel on Vivisimo's new enterprise search tool that promises to bring enterprise 2.0 to search. Rebecca is the VP of Marketing at Vivisimo. I attended a reception afterwords, but did not partake of the "Terminal Velocity" tequila drink.

Organon --"Where enterprise search is today."

Rebecca showed a sample search screen from pharmaceutical company Organon. As she rightly pointed out, most companies do not have a search this effective. Their enterprise search has content from a variety of domains (types of sources) including people bios / intranet / internent / sharepoint/ documentum / network. Like other Vivisimo GUIs I've seen, it has multiple sets of clustered results, one based on its semantic navigation, and two others by criteria (or metadata) specific to pharma, one by "therapeutic area" metadata and another by "brand name" metadata.

Next Steps--Enterprise Search 2.0

Web 2.0 is changing user expectations. People now want to interact with the information in a simplified way. If they have to take a training class, it's not going to happen. People go home to web 2.0. they use delicious, facebook, digg it, and share information (my informal surveys of our youngest associates suggest that these tools have not quite penetrated as far as Rebecca suggests). The new generation's method of communicating has been facebook--there is no need to send email when they can post. (This is certainly true--see my colleague Doug Cornelius' post on summer associates' use of web 2.0 technology). The sites are so easy to use that people won't suffer through training. Their common complaint is, "Why can't we have a corporate facebook."? They want "a better way to communicate and collaborate."

Enterprise search is a natural fit with collaborative software because the search goes across content domains and pulls in content from different sources.

Social search gives people power and control over their search, also leads to buy-in through their investment and participation in the process.

Three aspects of social search in Velocity 6.0

· Social Tagging
· Collaboration
· Social Networking

Social Tagging

There are three types of social tagging in Velocity 6.0 ("6.0").

The first and simplest option is "voting" on usefulness of results by clicking on a green "thumbs up," or a red "thumbs down." Votes can affect relevancy, or not, as you choose. There can also be some "super-raters" whose votes have more weight or who are the only people whose votes count. The system knows who you are, so you can change your vote (and can't vote multiple times on one document).

A second kind of tagging is "rating." One to five stars, and average rating is also displayed. Rating has the same set of controls on whether relevancy is affected. The engine can sort results by ratings.

The third way is adding keywords (I'd call this real "tagging"). The keywords become metadata bound to the search result and add context to the documents that you and others can see. The firm can control the available vocabulary for tagging--auto fill or drop-down list. Permissions to tag are controlled in the same fashion as voting and rating. Tags will not reveal documents otherwise marked as secure and documents are not revealed to a walled-off person just because they search on that tag. The engine will start to show similarly-spelled tags as you type. The 6.0 engine displays and finds tags by clusters on your search result.

Collaboration

Users can also annotate search results with their own thoughts and commentary. People's comments on documents remain as a type of institutional knowledge. This can turn into a view of people's work and experience.

Every user has a profile and can be alerted if there is a change in a search result or a given tag. This is a "reader-like" feature that can lead to more collaboration as users can see others that are working on similar issues or documents.

Virtual Folders

6.0 has "virtual folders" where search results can be stored. Folders can be public or private, although I did not see the "private" feature in the GUI of the demo. Individual search returns, that is, pieces of content, are dragged into that folder.

Virtual folders are shared on a group or public level.

One client of theirs, a "major NY-based media company", has a fixed group of KM / library researchers who set up folders on particular topics, and then grant project teams have read-only access.

Virtual folders appear only when relevant to your particular search.

One limitation, elicited by a questioner, is that you can't tag or annotate an external URL. Binding search results to documents rather than URLs allowed faceted guided navigation.

Social Networking

Search for personnel shows the tags that they've used. A search for content can also switch to a view of the people who have authored or tagged the content.

Clustering on employee results--after running a search for a particular key word, 6.0 can further cluster semantically on the employee information. This approach appears to be a great way to find particular types of employees with particular expertise.

Administration

As an administrative and KM tool, 6.0 has a set of tagging dashboards. They show top keyword tags, top taggers, by time frame. It helps manager see what employees are doing and demonstrate ROI.

The next step will be to give people more control over what they see in the results.

Other Thoughts

Rebecca recommended to treat search as an ongoing, living project. Don't set it up and walk away. Keep an eye on user behavior and on how content is changing.

Velocity 6.0 can be configured to ignore or stop clustering on certain terms, or to relate one "theme" to another, if, for instance, a company name was also an acronym.

Looking Back At What I Wanted

Last week I posted on the 6.0 announcement. There were a couple of features I was looking for:
  1. Pivoting on other users' tags and favorites;
  2. Pivoting around others' tags;
  3. Ranking or segregating people's tags on documents based on their role within an organization;
  4. Controlled sets of tags (as an option);
  5. Predicting and displaying others' tags based on what you have started typing;

The short answer is, the demo I saw absolutely had features 1, 2, 4, and 5. It also had the ability to rank the tagging based on a person's role in the organization, which is close to what I was looking at in feature 3 (you can have "super taggers").

Reaction

Vivisimo has really hit the Enterprise 2.0 target here. The four different ways that 6.0 brings in social collaboration into search have the potential to provide a rich, intuitive search experience inside the firewall, without much training required. Both tagging and virtual folders have tremendous potential to enhance collaboration and findability of content and people. And it's already associated with a really strong enterprise search engine.

The lawyerly skeptic in me wonders if lawyers will start contributing by rating, ranking or tagging, when a social collaboration tool like this is turned on. I think, however, that because a tool such as tagging has immediate personal benefit (i.e., it will help you find what you've previously found), without requiring significant investment of time, it will likely catch on. Tagging has even more benefit the more and more broadly it is used.

Taking advantage of the annotation feature will be more complicated and may require significantly more structure and institutional investment such as organization by practice areas, since lawyers by training can be quick to criticize and are proportionally more concerned about others' criticism of their comments.

Lynda Moulton on Social Search

It feels like there has been a tremendous crunch on my time since roughly mid-November. With the holidays approaching I am finally getting around to revving up some posts on this blog again, and clearing out some discussions that I have been saving up for a while.

I attended (in person) Lynda Moulton's talk introducing business motivators for social search , part of Vivisimo's Velocity 6.0 Boston event in Boston that I posted about earlier. Lynda's talk was quite dense but provided a "knowledge management" take on this collaborative technology; that is, she explained in terms familiar to knowledge practitioners the reasons why social search provides such an advantage over search without social context.

Lynda posted on the session as well.

Why does social search help?

Under the knowledge management concepts of "trust and validation," people will use most and seek to find content (such as a prior brief of a litigation expert) that has been validated by someone they trust. The extent of someone's trust in content is based on the content's expertise, authority, and affiliation as well the seeker's professional and personal relationships with the source or "voucher" of the content.

Seeking the company of others with similar business challenges is an existing, sound KM model for "bringing more to your work." Meeting in a trusting spirit and participating in sharing is known as a great way to get more out of content and your business.

How Does Social Search Help?

There are several different styles or methods of knowledge sharing.

  • Informing--reflected by commentary and analysis

  • Visualizing--done by dashboards, clustering

  • Demonstrating--reflected in clustering and federating

  • Expository--done by annotating and tagging

Together these tools play to our inclination to be self-sufficient with our technologies (and these tools work together in a social search enterprise tool). The human touch has much to offer clarity of knowledge. People are willing to engage in knowledge sharing when in fits in their workflow. You have to have early adopters, enthusaistic self-starters, and sharers. Once they demonstrate to others, it becomes contagious. Being able to see how others view a set of content, without having to ask them, is a new way of looking. We expect social search to play a strong role in organizing activities and work, at many levels.


              • for communities of practice--organize people
              • for domains--organize content repositories
              • for content--organize search targets, be they documents, video, web pages, or people's expertise
              • for clusters--organize content groupings
              • for tags--social tagging has no controlled vocabulary, metatagging is controlled.

              Can social search "transform behaviors into business wins"?

              Social search has the potential to elevate search discoveries into teaching moments:

              • it can leverage lost assets
              • it can save others time by placing discoveries in view with notations
              • nuggets of information can place content in context.
              (This is really important because context is the bane of the legal work product searcher's existence--you need to know what how the document's litigation / deal / transaction context differs from yours in evaluating whether to use a sample or form).

              Because of people's demand for trust, who was associated with a document can be just as important as what it is. (to provide an example, the brief on an evidentiary point authored by a partner noted for his learning on the subject is infinitely more valued than the one-off memo of the summer associate).

              Leveraging your network can save you time--annotating what you learn as you learn it increases your own understanding and that of others as well.

              Clustering has the effect of revealing relevant content no matter how you search for it.

              Tagging can prevent the "second fire drill."

              Benefits of these social behaviors accrue over time.

              Social Search Adapts Content To The Culture Of Organization

              Social search moves the content into an organization that members of a common culture understand.

              For instance, the pharmaceuticals industry is highly technical, with strong demand for efficiency, and its teams are made up of professionals with advanced degrees (I think Lynda suggested that taggers and annotations in this culture can afford to be quite technical and not intelligible to those without a Ph.D in biology.)

              In media, content is multi-media, poorly labeled. Teams are highly collaborative, and need in-depth and accurate fact-finding.

              Financial services pushes tens of thousands of products and funds out to its millions of customers. Customers have a wide variety of sophistication. Customers are also trading partners.

              Perhaps more collaboration and knowledge sharing in the defense industry would have led to a lower priced toilet seat.

              Recommendations For Social Search Projects


              Lynda recommended that a social search project needed to start with some questions about an organization's content:

              What are our most important knowledge assets?

              Could we benefit from collaboration?

              Why would content sharing get to better business processes?

              Lynda had several recommendations for implementation of any social search.

              • Build a map of who works and what content they use (I don't see how this is any kind of prerequisite for implementation of social search. Part of the idea is to let people build thier own maps of the content they use and see how they fit with others' maps).
              • Find teams with early adopter attitudes and with serious information gathering challenges;
              • Get a vision, a target that will give an edge;
              • Get a bunch of wins;
              • Communicate the outcomes and plan for the next; and,
              • Don't expect technology to solve the problem.
              You will need people who understand content and content architecture, especially on teams that might otherwise be skeptical.

              Metrics

              A woman in the audience asked if metrics for proving success are different with social search? Lynda suggested that the best metrics are stories. Search logs can also be a good source of success proof. You can set up a system where the expectation of how it is supposed to work is conveyed up front.

              ( I don't find this satisfactory--can't you look at amount of content, ranking, annotations contributed, to develop metrics and establish a return on investment? Another way to establish success would be to conduct pre-and post-rollout surveys of people's satisfaction with their ability to find stuff. The hazard there would be conducting the survey too soon since the value of this type of search would increase dramatically after people had been contributing content for a while).

              Friday, October 12, 2007

              Major enterprise search development--Vivisimo & social search

              Enterprise search vendor Vivisimo announced this week that they will be including a social collaborative component with the next version ("6.0") of their software. Lynda Moulton blogged about it; she is presenting next week at both a Vivisimo-sponsored webinar and also a more private event that I will be attending (disclosure: I may get a free lunch out of the deal). I have heard Lynda speak in the past and have generally been impressed with her depth of knowledge about search.

              Accessing Group Smarts Through Tagging and Ranking

              Providing some social context, through user tagging, shared user search result ranking, and exposure of other's favorites, has great potential to enhance findability and context inside the firewall, and I think 6.0 is a major development. I have previously posted an introduction to tagging, pivoting in Del.icio.us, and on CommonCraft's "howtoon" video introduction to social tagging.

              The leading example of leveraging mass opinion to enhance findability that I know of outside the firewall is Amazon. Amazon uses not just these three methods of social collaboration, but also now has designated key reviewers, user blogs, and much more, such as listing "what do customers ultimately buy after viewing this item?" But the key remains other people's reviews, which let you know if what you are considering buying is any good, and other people's tags, which help you find the products. It is no accident that other major evendors such as Tiger and even brick-and-mortar powerhouses like Sears have jumped on the customer review/ranking bandwagon. It simply works, for the users and the companies.

              I've been reading legal scholar Cass Sunstein's Infotopia: How Many Minds Produce Knowledge, which provides a clear explanation for the effect of "group wisdom" on decision making. He is quite hopeful, though not Pollyannish, on our ability to pool information. If people on average are more than 50% likely to rank and tag accurately (substitute "answer a question right" or "make a decision" as needed), then with a large group, ranking will tend to dramatically enhance accuracy, that is, the group will almost always identify "the right answer" or the most relevant page or document for the particular search. The outlier case is the converse; if users are not likely to be accurate (as when asked to guess the distance to the moon, or who will win the next Federal Circuit decision on obviousness leading to patent invalidity), then a large group will be even less likely than an individual to be accurate.

              The more people and the more content you throw at it, the better group intelligence will do. By contrast, interpersonal collaboration and intrafirm internal communication becomes much harder the larger (and more geographically scattered) the enterprise gets. Tagging, like other enterprise 2.0 tools, has a way of making the enterprise feel smaller.

              Other Social Software Inside The Firewall Vendors

              There was some fairly insightful coverage of Vivisimo's announcement in eWeek comparing Vivisimo's offering with a social collaboration module introduced by guided navigation pioneer Endeca. From a professional services perspective, I think it compares more closely with Connectbeam. Connectbeam provides social collaboration inside the firewall, organized around private, group, and company "topics," but does not itself have a search component; their publicity materials indicate, however, that they have connectors and have integrated with "major enterprise search engines" (by which they seem to mean Google and Fast.) Honeywell apparently implemented Connectbeam with Google Enterprise in March 2007.

              There was also coverage of 6.0 in Information Week.

              Another enterprise social software vendor, this one purely on the "tagging" side, is Cogenz. They have an excellent demo that serves as a good introduction to tagging (see also my previous post on Del.icio.us, a free web tagging service that can be integrated with Cogenz' product) I especially liked their promotion of tagging as the way to "tap into the collective intelligence of an organization by collecting, sharing and connecting around unstructured information."

              One question is whether these tools have a connector or can readily be integrated with Microsoft's Sharepoint 2007 intranet / DMS search. Many firms already have it, it's free, and some firms (like Sheppard Mullin) have used it as the basis for intranet searches.

              Features of 6.0?

              I'll be curious to see if, like Connectbeam, "6.0" will allow users to pivot on other users' tags and favorites, as well as pivot around others' tags. Will it be possible to rank or segregate people's tags on documents based on their role within an organization? A litigation partner might only want to look at sample complaints or settlement agreements that have been used or endorsed by another such person.

              I will also look for how 6.0 manages the tension between the organization wanting control over what the tags might be (and perhaps to drive them to certain content and away from other content) and the necessity to free up people to make up tags that make sense to them. I've noticed with my Delicious tags that it is all too easy to add a comma or use a slightly different word and thereby miss much of the context that tagging can provide. Cogenz handles this tension by predicting and displaying others' tags based on what you have started typing. I'm curious if more popular tags will be displayed first.

              Wednesday, October 10, 2007

              Someone Else's Live Blogging--Business Innovation Factory

              Through Erica Driver's interesting article on the limits and frustrations of starting up in Second Life, I learned about the ongoing Business Innovation Factory summit, October 10-11, which has as one component a set of intelligent blog entries at http://www.businessinnovationfactory.com/weblog/ .

              While a little far from the field of litigation, many of the posts are quite thought-provoking, such as Jason Fried's post on 37Signals, a software-as-service (SAS) company that allegedly, because it is not driven to do lots of fancy updates that customers will have to buy every year, can focus on keeping the software simple to use and effective. Hooray for that.

              I bet that there will be a lot more interesting reading coming out of BIF's summit.

              Friday, September 28, 2007

              Perilous tedium; the downside of not being face-to-face

              Irony struck during a webinar earlier week. Shortly after posting on the benefits of face-to-face communication, I was subject to an hour-long lecture from a senior sales person at a vendor, who both shall remain nameless. The pitch of his voice did not vary more than a half step or so. (Bueller?...Bueller?...Bueller?) The sad part was, despite the awful presentation, the product is one of the tops in its area, and looks really effective. If this person had been with us in the room, he could have seen some us coming close to nodding off and definitely would have been able to see a lot of non-verbal cues to speed things along and be more lively. If the sales person is this flat, I'd rather hear from a technical-side person who might use a little jargon, but would show some genuine passion about the product.

              There were two other problems. One was the failure to "teach the problem" at the outset of the talk (this is a basic technique of change management, but also valuable in this context.) In other words, show us why we and our clients need this product (the answer is simple--all are overwhelmed by email and the other news sources, and there is too much pushed out without a way for to turn off the spigot). The other was the fairly slow pace of images. Staring at one slide for the first 15 minutes was not a great way to start.


              So that's three lessons in one hour. Just not the ones the vendor wanted to impart.

              Monday, September 24, 2007

              Entity Extraction & Enterprise Search

              Earlier in September, Ron Friedmann posted, with permission, some Oz Benamram comments from an ILTA conversation on enterprise search.

              Ron opined that the ability to zero in on the best results through finding documents with a particular business or legal context, achievable in Recommind's MindServer Enterprise Search, is derived from entity extraction.

              Certainly entity extraction is what Oz' firm uses and is a feature that legal enterprise search products are starting to achieve. The long time leader in the legal space is Real Practice. I am sure that other vendors are also developing entity extraction toolkits if they do not have them already (see, for instance, page 24 of this April 2007 presentation by Thomson West VP / manager of West KM George May).

              But I do not believe that context has to be provided solely through entity extraction. In a professional services firm, context can also be provided through bringing in information from other systems about the matter in which the document was generated. For instance, at a law firm, a matter opening a code could be provided that indicates the "matter industry" (shorthand for the underlying business context of the matter, rather than the legal context). This information could also be imported into a matters database at the time a deal is closed, a litigation case is publicly reported, or some other triggering event. An enterprise search engine can take advantage of a "facet" like industry because both the matter and the document have a matter number that links these pieces of information. This way, the better job a firm does in capturing information about its matters, the better and more focused search it can have.

              I suspect that Ron is also missing a key point about relevancy. The faceted navigation provided by Recommind and, by now, the other major enterprise search vendors such as Vivisimo*, allows the user to select the facets (such as a particular industry like shoe manufacturing) that are relevant to them, instead of presenting the user with an undifferentiated list or "wall" of results. The engine does not have to predetermine the higher relevancy of a particular author or industry because the user can drill down into what interests her. (Endeca is the firm that actually pioneered what they call "guided navigation", and they have dominated the e-commerce enterprise search market as a result.)

              Of course, it isn't just the facets that matter. I understand that MindServe both provides facets for guided navigation and takes advantage of the metadata to pull up the most relevant documents (in addition to the document content). Good relevancy makes the search worthwhile but is not the only criteria since guided navigation also greatly enhances the lawyer's search experience.

              Tuesday, September 18, 2007

              Enterprise 2.0 and face-to-face interaction

              These days, knowledge management practitioners work on computer technologies day-in and day-out. I think it is fair to say that without the power of technologies, starting with email and moving on up to collaborative technologies like blogs, wikis, and Sharepoint lists, many of us might not have jobs.

              These technologies are so powerful in part because they enable communication in multiple ways. At the recent Enterprise 2.0 conference, a presenter opined that communication technologies could be broken down by the number of communicants on each side of the transmission:

              • One person to one person: telephone, IM, email.
              • One person to many people: intranets, (email), blogs.
              • Many people to one person/company: RSS, message boards, suggestion boxes.
              • Many people to many people (web 2.0): video teleconference, face book, wikis, del.icio.us, blogs with actual comments.

              (I wish I could identify who said this, but I wasn’t doing live blogging then.)

              I think these technologies are amazing and would reject any suggestion that I am a Luddite, ready to toss my laptop. Yet much suggests that the most effective communications occurs face-to-face (a/k/a F2F, F/F) and not through any of these methods.

              For instance, LucasFilm has moved its special effects, animation, and computer gaming groups under one roof at the Presidio in San Francisco—even these technologically savvy people say in Business Week that with their projects requiring high-level collaboration, “there's no substitute for face-to-face interaction for their team-oriented projects.” (“The Empire Strikes at Silos”, August 20, 2007).

              Looking back over my fairly brief time in the field, I have found that face-to-face training and approach has been a critical part of most KM successes I have had. Once I build trust with attorneys through face-to-face interactions, I can be much more effective in transmitting skills and information to them.

              Why is face-to-face so much more effective? There are lessons from the science and KM literatures, art, and the law.

              One of the most recent scientific or business literature articles to address the uniqueness of face-to-face was an article in the August 2007 issue of “Scientific American Mind” (free preview, but registration required) which suggested that a different set of neurons is activated when we think we are face to face and responding to another person. Carol Kinsey Goman in the May/June 2007 KM Review (article not available on-line) also opined that a “in face-to-face meetings, our brains process a continual cascade of nonverbal cues that we use as the basis for building trust and professional intimacy—both of which are critical to high-level collaboration, negotiation, and communication.” (I especially like her phrase “professional intimacy”, which seems contradictory at first but comes to make sense as you think about it).
              More broadly, there is a perception, backed by some studies, that people are best at learning through not just one but a broad range of methods. In addition to the obvious preferences for visual or audio, some people have to do it to learn it (“experiential learners”) while others prefer abstract or theoretical approaches. Working face-to-face may provide each of the different kinds of learners with the type of learning experience that they need; in fact, a good teacher may well consciously or unconsciously be able to adapt the approach to the audience, based on live feedback.

              My experience as a long-time classical music performer provides another answer. While a high-level audiophile might disagree, there is no question in my mind that the immediacy and raw power of the sound a live performer makes, working his magic (or not) directly in front of you, cannot be matched by a recording, no matter the depth of the sound. That is true as well for any decent speaker as well.

              Another lesson from my musical background is that drama and excitement arise merely from seeing the person sweat (and possibly fail) in the performance—whether a literal high wire act, or violinistic pyrotechnics, or anything that is live and difficult. The listener identifies with the performer and thrills as the performer vanquishes the difficult run in the concerto (or, more pessimistically, feels schadenfreude or sympathy should the fingers slip). There is usually no such gripping drama in any electronic medium—while we know that theoretically there is a possibility of failure through such communications, experience has taught us that by their nature these are carefully vetted and approved well before they are displayed to the world. An exception that proves the rule are the highly promoted product demos, such as Steve Jobs’ spectacular iPhone demo or Bill Gates’ Windows 98 implosion.

              There is another lesson from art and theatre. By coming to the event, the audience has already demonstrated a communal commitment to the message or the event. They are no longer passive recipients of a message. In a very real sense, even if (like all internal company events) it is “free”, they have paid for the message, through investing their time and energy in attendance, and they are wanting something back.

              My background in law is in litigation. In most cases, people or their representatives actually get a chance to stand up in court in front of a decision maker (such as a judge or arbitrator) who, by law and tradition, is neutral in the dispute. Making the plea in person, or perhaps even better yet, paying someone more eloquent than you to stand up in court, provides this opportunity. We also feel that we can better assess credibility in person, through our assessment of the veracity and likeability of the witness. The face-to-face “plea” satisfies the litigant that at least their voice has been heard. A comparatively anonymous written submission might not.

              So what can the practitioner draw from the significance of face-to-face?

              One point, ironically, is to keep an eye out for technologies that replicate some of the key aspects of face-to-face, like Cisco’s Telepresence (disclaimer: Cisco is a client of Goodwin Procter.) While I have not seen a demo, Telepresence comes closer to in-person communications by allowing much of the same type of interactions, such as non-verbal cues. The video is high-definition, and replicates the direction of a speaker’s voice; it is also at face level, not up on a TV-like screen. Another (more limited) F2F technology is the Lotus Webconferencing System that via a web connection shows a picture of all participants on an audio conference and indicates via a visual cue who is speaking and who is moderating. And trainings, even stored presentations, should include as many aspects of in-person communication as possible, whether that is video or audio.

              A second point is to keep traveling. Integration across offices is a major challenge for all sorts of firms, and all of this makes plain that real integration requires cross-office travel by all sorts of people, in order to build the necessary “professional intimacy” at different operational levels. KM professionals should try to meet as many people as possible in their travels, not just those that they have appointments with, to broaden their personal network and effectiveness.

              A third point, a professional development remark, is that KM practitioners should do everything they can to become more effective speakers. A small amount of study in effective speaking can provide a remarkable degree of improvement. The best communication teachers are those who make their living through the voice; actors, directors, and singers. I will always remember the effective coaching I received during a certain transitional period from Michael Allosso, a stage director in the Boston area. I know it helped me tremendously in several job interviews (admittedly a very specialized type of F2F), and I've also sent friends to him, also with good results.

              Finally, as noted in the LucasFilm article and in a June 2007 post from my colleague Doug Cornelius, firms can enhance a culture of knowledge-sharing and collaboration by creating a flexible set of spaces within the workplace where people can meet face-to-face. While my current firm has wonderfully large and naturally-lit conference rooms, for more formal business interactions, I have noticed a deficiency (compared to previous firms I have worked) in informal spaces equivalent to coffee shops, eating places with banquettes, or markets. Some ideas for spaces like this would be: extend existing coffee / kitchen space by addition of tables & chairs, have more employee “lounge”-type areas, add a firm cafeteria as these Boston firms did. Even a firm apparel shop (selling branded clothing, mugs, and so forth) could be another such space.