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Legal Robots?
By Derek Moore
CChttps://commons.wikimedia.org/wiki/File:Icon_robot.svg
Artificial
intelligence
Machine
Learning
Legal
process
outsourcing
Online
dispute
resolution
Changing practices in law as
a result of technology
The Laws of Information Technology & The Information Technologies of Law
The Laws of Information Technology
The Laws of Information Technology
• Legal, ethical and policy issues presented by the use of
technology in business, government and society.
• Discrimination: You may not discriminate according to race,
gender, BUT can you use Social Media profiles to filter out
applicants?
• Personal Injury: Car accidents are caused by negligence BUT who is
responsible in the event of a self-driving car crash?
• Privacy: Everyone has a right to privacy of communication BUT can
data driven corporations collecting personal data without the
user's knowledge or consent?
The Information Technologies of Law
LEGAL INFORMATICS
Legal Informatics is the theory and practice of managing information. It covers the study of
legal information /communication systems and the application of ICT to legal information It
covers both legal theory and information theory.
“Disruptive” Innovation are innovations that provide greater access to a service that was
previously only accessible to consumers with a lot of money. It is a theory by Clay
Christensen, a professor at Harvard Business School. Legal process outsourcing (LPO), for
example, seek to make services more accessible to a wider audience. LPO may be inferior by
most measures, but they do the job, and their price is right for the neglected consumers.
“DISRUPTIVE” INNOVATION
Legal Artificial Intelligence (AI) has a potential use wherever there are people who must deal
with legal documents or address legal queries, especially where those legal needs are
expressed through text, which AI experts refer to as ‘unstructured data’
ARTIFICIAL INTELLIGENCE (AI)
The Information Technologies of Law
• … current changes on the legal market demand a more
strategic approach to knowledge management and efficient
working processes and how technology is becoming more
and more important as a way to develop new innovative
ways to deliver legal services.
https://www.goodfreephotos.com/albums/business-and-technology/keyboard-and-gavel.jpg
LEGAL INFORMATICS
“DISRUPTIVE” INNOVATION ARTIFICIAL INTELLIGENCE (AI)
Lawdingo is a marketing service that for attorneys and clients to connect. Clients search
Lawdingo’s database for attorneys by region and practice area, or describe their legal issue to
get suggestions. They can figure out what kind of attorney they need, view attorney profiles,
get a call with their prospective attorney and schedule an appointment online, or video chat.
LAWYER MATCHINGATTORNEY-CLIENT SERVICES
https://www.lawdingo.com/
The Information Technologies of Law
The Information Technologies of Law
LawKick is an online marketplace that connects clients with legal service providers at
affordable prices. Individuals and business select a legal service, fill out a brief questionnaire,
and receive personalized price quotes from lawyers in their area within hours.
LAWYER MATCHINGATTORNEY-CLIENT SERVICES
https://lawkick.com/
Priori Legal connects business with vetted lawyers at transparent price. Their value
proposition is that they screen every lawyer and only accept those with outstanding
credentials and are respected by their peers and clients. Priori Legal lawyers are required to
maintain a 95 percent client-approval rating. The platform also offers a centralized online
system and bills are paid by the business just as any other vendor.
The Information Technologies of Law
LAWYER MATCHINGATTORNEY-CLIENT SERVICES
https://www.priorilegal.com/
CrowdJustices is a legal crowdfunder. It selects public interest cases, publicises them on its onl
platform and invites the public to fund them. It’s for people who might not otherwise get their
heard can raise cash to pay for legal representation and court costs and is funded by donors ra
than investors.
The Information Technologies of Law
ATTORNEY-CLIENT SERVICES
https://www.crowdjustice.com/
The Information Technologies of Law
Axiom does not hold itself out as a law firm. Neither are they a LPO. Their services are
sophisticated and long term. Neither are they a high end temp agency, as their employees
handle sophisticated matters typical of senior in-house attorneys. Axiom see themselves
as a corporation that helps in-house teams deliver more efficient and effective legal
support and improve legal processes.
LAWYER SERVICESATTORNEY-CLIENT SERVICES
http://www.axiomlaw.com/
iCourthouse (now defunct) saw itself as the web's destination for justice. iCourthouse
consisted of a virtual judge and jury that provided jury trials via the web. This was an
example of early Online Dispute Resolution (ODR), where anybody can file a case parties
could choose whether judgements are binding or advisory.
The Information Technologies of Law
ODR LAWONLINE DISPUTE RESOLUTION
defunct
Separate.us is a LPO that offers a DIY divorce solution (in beta) to guide those with a soured
marriage. It streamlines the contractual break-up process and makes it this much cheaper
than the traditional route. Separate.us uses divorce guides to demystify legal paperwork so
that couples can fill in the themselves without hiring an expensive lawyer.
ONLINE DISPUTE RESOLUTION
The Information Technologies of Law
https://separate.us/
DIY LEGAL FORMS
The Information Technologies of Law
https://mewe.org/
Mewe automates the entire inspection workflow process. Their app, CoInspect, is a
checklist-based inspection application that replaces paper-and-pen clipboards and
allows users to access and customize hundreds of checklists made by industry experts.
From data capture, analysis, and reporting, MeWe helps restaurant chains, hospitality
groups, manufacturers, and government agencies to manage quality and compliance.
http://modria.com/
Modira is an ODR service that enables companies and organizations to design automated
and crowd-sourced resolution systems that are customised to their user base. Modira’s
“fairness-engine” brings all parties involved in an online dispute together and lets them
settle disputes swiftly and transparently and arrive at an equitable solution. Modira is a spin
off from eBay/PayPal
ODR LAWONLINE DISPUTE RESOLUTION
The Information Technologies of Law
http://modria.com/
The Information Technologies of Law
Rechtwijzer 2.0 is an online-based dispute resolution platform that provides dispute
resolution for divorce and separation, landlord-tenant disputes and employment disputes.
Rechtwijzer 2.0 allows people to manage the process and desired outcome in their own
home, using their own words and at their own pace. The platform helps people learn about
their legal options and then engage in a dialogue with each other.
ODR LAWONLINE DISPUTE RESOLUTION
http://rechtwijzer.nl/
LegalZoom is for individuals and small businesses that need help with documents that they
need to produce and file. Whether it be a will, to appoint someone with power of attorney, dra
up a contract, or other legal document, LegalZoom assists subscribers to draw up important leg
documents.
DIY LAW
The Information Technologies of Law
DIY LEGAL FORMS
https://www.legalzoom.com/
The Information Technologies of Law
Shake app is a LPO provider stocked with a library of simple, plain-English legal agreements
that can be executed via a mobile device. It includes a number of stock contract templates
pertaining to Freelancing, non-disclosure agreements, buying and selling etc. After selecting
a template, a user then customizes it by answering a series of questions. Individuals use the
Shake app to create, sign and send legally binding agreements through their iOS devices.
DIY LAWDIY LEGAL FORMS
http://www.shakelaw.com/
KNOWLEDGE SYSTEMS
Clio offers law firm practice management software. It does time tracking, billing, matter
management, and more. It sets out to streamline everything a lawyer does to run their
practice, from intake to invoice. What’s different is that it is a cloud-based and stores all data
off site (instead of locally).
https://www.clio.com/
The Information Technologies of Law
Watson, is an AI platform, designed to help business people -- from sales reps on the road to
company CEOs -- see patterns, pursue ideas and improve all types of decisions. Watson
answers questions and uses natural language processing (NLP) to understand the intent
behind a request and returns a corresponding answer.
ARTIFICIAL INTELLIGENCE (AI)
https://www.ibm.com/watson/
The Information Technologies of Law
ROSS is an artificial intelligence platform that supports legal research activities. Built on
Legal Cortex (ROSS Intelligence’s legal AI framework) and combined with technologies such
as IBM Watson's cognitive computing technology, ROSS uses Natural Language processing
and machine learning capabilities to identify legal authorities relevant to particular
questions.
ARTIFICIAL INTELLIGENCE (AI)
http://www.rossintelligence.com/
The Information Technologies of Law
The Information Technologies of Law
http://clearaccessip.com
ClearAccessIP’s focus is the patent system. They have automated patent prosecution and
management and created an environment in which patent prosecutors and managers can
assist their clients in securing monetization for their patents.
ARTIFICIAL INTELLIGENCE (AI)
http://clearaccessip.com/
The Information Technologies of Law
Algorithmic Law
COMPAS (Correctional Offender Management Profiling for
Alternative Sanctions) is a US algorithmic system that assigns
risk scores to criminals.
COMPAS offers case management and decision support software for courts, attorneys,
supervision, and inmate classification. COMPAS creates risk assessment scores that are
intended to predict the general likelihood that those with a similar history of offending are
either less likely or more likely to commit another crime following release from custody.
Imagefromhttp://www.equivant.com/
ARTIFICIAL INTELLIGENCE (AI)
www.equivant.com/
Lex Machina offers legal analytics. The platform that mines legal data & offers insights. It
• analyzes judges and courts and lets lawyers know how likely a judge is to grant a motion,
• sizes up other lawyers, exploring their experience and rate of success before certain judges
• evaluates opposing parties, identify how often they take certain claims to court, how often
they go to trial, damages they have been awarded in past.
LEGAL AI - ML
ARTIFICIAL INTELLIGENCE (AI)
https://lexmachina.com/
The Information Technologies of Law
The Information Technologies of Law
Casetext has a legal assistant called CARA (Case Analysis Research Assistant), an analytical
tool that automatically finds cases that are relevant to a legal document but not cited in the
document. Upload a brief, memorandum or any other document that contains legal text, and
CARA analyzes it and generates a list of relevant cases that are not mentioned in the
document.
ARTIFICIAL INTELLIGENCE (AI)
https://casetext.com/
Ravel is a legal search, analytics and visualisation platform. Ravel enables lawyers to find,
contextualize, and interpret information that turns legal data into legal insights. E.G. Judge
Analytics offers information and analysis about how individual federal court judges make
decisions.” It offers the ability to dive even deeper into a judge’s history, and can identify rules,
cases and specific language that a judge commonly cites.
ARTIFICIAL INTELLIGENCE (AI)
The Information Technologies of Law
http://ravellaw.com/
Kira is contract analysis platform makes machine learning artificial intelligence accessible to
users. Their software is used for uncovering relevant information from contracts and related
documents. They do this through a user interface that features real-time collaboration and
flexible project management.
ARTIFICIAL INTELLIGENCE (AI)
The Information Technologies of Law
https://kirasystems.com/
The Information Technologies of Law
The Information Technologies of Law
https://www.goodfreephotos.com/albums/business-and-technology/keyboard-
LEGAL INFORMATICS
PREDICTIVE SYSTEMSKNOWLEDGE SYSTEMS
“DISRUPTIVE” INNOVATION ARTIFICIAL INTELLIGENCE (AI)
ATTORNEY-CLIENT SERVICESDIY LEGAL FORMS ONLINE DISPUTE RESOLUTION
LEGAL INFORMATICS
https://techindex.law.stanford.edu/
The Information Technologies of Law
Legal Robots?
By Derek Moore
Credits
• https://www.lawdingo.com/
• https://lawkick.com/
• https://www.priorilegal.com/
• https://www.crowdjustice.com/
• http://www.axiomlaw.com/
• https://separate.us/
• https://mewe.org/
• http://modria.com/
• http://rechtwijzer.nl/
• https://www.legalzoom.com/
• http://www.shakelaw.com/
• https://www.clio.com/
• https://www.ibm.com/watson/
• http://www.rossintelligence.com/
• http://clearaccessip.com/
• http://www.equivant.com/
• https://lexmachina.com/
• https://casetext.com/
• http://ravellaw.com/
• https://kirasystems.com/
• https://techindex.law.stanford.edu/

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Legal Robots

  • 1. Legal Robots? By Derek Moore CChttps://commons.wikimedia.org/wiki/File:Icon_robot.svg Artificial intelligence Machine Learning Legal process outsourcing Online dispute resolution
  • 2. Changing practices in law as a result of technology The Laws of Information Technology & The Information Technologies of Law
  • 3. The Laws of Information Technology
  • 4. The Laws of Information Technology • Legal, ethical and policy issues presented by the use of technology in business, government and society. • Discrimination: You may not discriminate according to race, gender, BUT can you use Social Media profiles to filter out applicants? • Personal Injury: Car accidents are caused by negligence BUT who is responsible in the event of a self-driving car crash? • Privacy: Everyone has a right to privacy of communication BUT can data driven corporations collecting personal data without the user's knowledge or consent?
  • 6. LEGAL INFORMATICS Legal Informatics is the theory and practice of managing information. It covers the study of legal information /communication systems and the application of ICT to legal information It covers both legal theory and information theory.
  • 7. “Disruptive” Innovation are innovations that provide greater access to a service that was previously only accessible to consumers with a lot of money. It is a theory by Clay Christensen, a professor at Harvard Business School. Legal process outsourcing (LPO), for example, seek to make services more accessible to a wider audience. LPO may be inferior by most measures, but they do the job, and their price is right for the neglected consumers. “DISRUPTIVE” INNOVATION
  • 8. Legal Artificial Intelligence (AI) has a potential use wherever there are people who must deal with legal documents or address legal queries, especially where those legal needs are expressed through text, which AI experts refer to as ‘unstructured data’ ARTIFICIAL INTELLIGENCE (AI)
  • 9. The Information Technologies of Law • … current changes on the legal market demand a more strategic approach to knowledge management and efficient working processes and how technology is becoming more and more important as a way to develop new innovative ways to deliver legal services. https://www.goodfreephotos.com/albums/business-and-technology/keyboard-and-gavel.jpg LEGAL INFORMATICS “DISRUPTIVE” INNOVATION ARTIFICIAL INTELLIGENCE (AI)
  • 10. Lawdingo is a marketing service that for attorneys and clients to connect. Clients search Lawdingo’s database for attorneys by region and practice area, or describe their legal issue to get suggestions. They can figure out what kind of attorney they need, view attorney profiles, get a call with their prospective attorney and schedule an appointment online, or video chat. LAWYER MATCHINGATTORNEY-CLIENT SERVICES https://www.lawdingo.com/ The Information Technologies of Law
  • 11. The Information Technologies of Law LawKick is an online marketplace that connects clients with legal service providers at affordable prices. Individuals and business select a legal service, fill out a brief questionnaire, and receive personalized price quotes from lawyers in their area within hours. LAWYER MATCHINGATTORNEY-CLIENT SERVICES https://lawkick.com/
  • 12. Priori Legal connects business with vetted lawyers at transparent price. Their value proposition is that they screen every lawyer and only accept those with outstanding credentials and are respected by their peers and clients. Priori Legal lawyers are required to maintain a 95 percent client-approval rating. The platform also offers a centralized online system and bills are paid by the business just as any other vendor. The Information Technologies of Law LAWYER MATCHINGATTORNEY-CLIENT SERVICES https://www.priorilegal.com/
  • 13. CrowdJustices is a legal crowdfunder. It selects public interest cases, publicises them on its onl platform and invites the public to fund them. It’s for people who might not otherwise get their heard can raise cash to pay for legal representation and court costs and is funded by donors ra than investors. The Information Technologies of Law ATTORNEY-CLIENT SERVICES https://www.crowdjustice.com/
  • 14. The Information Technologies of Law Axiom does not hold itself out as a law firm. Neither are they a LPO. Their services are sophisticated and long term. Neither are they a high end temp agency, as their employees handle sophisticated matters typical of senior in-house attorneys. Axiom see themselves as a corporation that helps in-house teams deliver more efficient and effective legal support and improve legal processes. LAWYER SERVICESATTORNEY-CLIENT SERVICES http://www.axiomlaw.com/
  • 15. iCourthouse (now defunct) saw itself as the web's destination for justice. iCourthouse consisted of a virtual judge and jury that provided jury trials via the web. This was an example of early Online Dispute Resolution (ODR), where anybody can file a case parties could choose whether judgements are binding or advisory. The Information Technologies of Law ODR LAWONLINE DISPUTE RESOLUTION defunct
  • 16. Separate.us is a LPO that offers a DIY divorce solution (in beta) to guide those with a soured marriage. It streamlines the contractual break-up process and makes it this much cheaper than the traditional route. Separate.us uses divorce guides to demystify legal paperwork so that couples can fill in the themselves without hiring an expensive lawyer. ONLINE DISPUTE RESOLUTION The Information Technologies of Law https://separate.us/
  • 17. DIY LEGAL FORMS The Information Technologies of Law https://mewe.org/ Mewe automates the entire inspection workflow process. Their app, CoInspect, is a checklist-based inspection application that replaces paper-and-pen clipboards and allows users to access and customize hundreds of checklists made by industry experts. From data capture, analysis, and reporting, MeWe helps restaurant chains, hospitality groups, manufacturers, and government agencies to manage quality and compliance.
  • 18. http://modria.com/ Modira is an ODR service that enables companies and organizations to design automated and crowd-sourced resolution systems that are customised to their user base. Modira’s “fairness-engine” brings all parties involved in an online dispute together and lets them settle disputes swiftly and transparently and arrive at an equitable solution. Modira is a spin off from eBay/PayPal ODR LAWONLINE DISPUTE RESOLUTION The Information Technologies of Law http://modria.com/
  • 19. The Information Technologies of Law Rechtwijzer 2.0 is an online-based dispute resolution platform that provides dispute resolution for divorce and separation, landlord-tenant disputes and employment disputes. Rechtwijzer 2.0 allows people to manage the process and desired outcome in their own home, using their own words and at their own pace. The platform helps people learn about their legal options and then engage in a dialogue with each other. ODR LAWONLINE DISPUTE RESOLUTION http://rechtwijzer.nl/
  • 20. LegalZoom is for individuals and small businesses that need help with documents that they need to produce and file. Whether it be a will, to appoint someone with power of attorney, dra up a contract, or other legal document, LegalZoom assists subscribers to draw up important leg documents. DIY LAW The Information Technologies of Law DIY LEGAL FORMS https://www.legalzoom.com/
  • 21. The Information Technologies of Law Shake app is a LPO provider stocked with a library of simple, plain-English legal agreements that can be executed via a mobile device. It includes a number of stock contract templates pertaining to Freelancing, non-disclosure agreements, buying and selling etc. After selecting a template, a user then customizes it by answering a series of questions. Individuals use the Shake app to create, sign and send legally binding agreements through their iOS devices. DIY LAWDIY LEGAL FORMS http://www.shakelaw.com/
  • 22. KNOWLEDGE SYSTEMS Clio offers law firm practice management software. It does time tracking, billing, matter management, and more. It sets out to streamline everything a lawyer does to run their practice, from intake to invoice. What’s different is that it is a cloud-based and stores all data off site (instead of locally). https://www.clio.com/ The Information Technologies of Law
  • 23. Watson, is an AI platform, designed to help business people -- from sales reps on the road to company CEOs -- see patterns, pursue ideas and improve all types of decisions. Watson answers questions and uses natural language processing (NLP) to understand the intent behind a request and returns a corresponding answer. ARTIFICIAL INTELLIGENCE (AI) https://www.ibm.com/watson/ The Information Technologies of Law
  • 24. ROSS is an artificial intelligence platform that supports legal research activities. Built on Legal Cortex (ROSS Intelligence’s legal AI framework) and combined with technologies such as IBM Watson's cognitive computing technology, ROSS uses Natural Language processing and machine learning capabilities to identify legal authorities relevant to particular questions. ARTIFICIAL INTELLIGENCE (AI) http://www.rossintelligence.com/ The Information Technologies of Law
  • 25. The Information Technologies of Law http://clearaccessip.com ClearAccessIP’s focus is the patent system. They have automated patent prosecution and management and created an environment in which patent prosecutors and managers can assist their clients in securing monetization for their patents. ARTIFICIAL INTELLIGENCE (AI) http://clearaccessip.com/
  • 26. The Information Technologies of Law Algorithmic Law COMPAS (Correctional Offender Management Profiling for Alternative Sanctions) is a US algorithmic system that assigns risk scores to criminals. COMPAS offers case management and decision support software for courts, attorneys, supervision, and inmate classification. COMPAS creates risk assessment scores that are intended to predict the general likelihood that those with a similar history of offending are either less likely or more likely to commit another crime following release from custody. Imagefromhttp://www.equivant.com/ ARTIFICIAL INTELLIGENCE (AI) www.equivant.com/
  • 27. Lex Machina offers legal analytics. The platform that mines legal data & offers insights. It • analyzes judges and courts and lets lawyers know how likely a judge is to grant a motion, • sizes up other lawyers, exploring their experience and rate of success before certain judges • evaluates opposing parties, identify how often they take certain claims to court, how often they go to trial, damages they have been awarded in past. LEGAL AI - ML ARTIFICIAL INTELLIGENCE (AI) https://lexmachina.com/ The Information Technologies of Law
  • 28. The Information Technologies of Law Casetext has a legal assistant called CARA (Case Analysis Research Assistant), an analytical tool that automatically finds cases that are relevant to a legal document but not cited in the document. Upload a brief, memorandum or any other document that contains legal text, and CARA analyzes it and generates a list of relevant cases that are not mentioned in the document. ARTIFICIAL INTELLIGENCE (AI) https://casetext.com/
  • 29. Ravel is a legal search, analytics and visualisation platform. Ravel enables lawyers to find, contextualize, and interpret information that turns legal data into legal insights. E.G. Judge Analytics offers information and analysis about how individual federal court judges make decisions.” It offers the ability to dive even deeper into a judge’s history, and can identify rules, cases and specific language that a judge commonly cites. ARTIFICIAL INTELLIGENCE (AI) The Information Technologies of Law http://ravellaw.com/
  • 30. Kira is contract analysis platform makes machine learning artificial intelligence accessible to users. Their software is used for uncovering relevant information from contracts and related documents. They do this through a user interface that features real-time collaboration and flexible project management. ARTIFICIAL INTELLIGENCE (AI) The Information Technologies of Law https://kirasystems.com/
  • 32. The Information Technologies of Law https://www.goodfreephotos.com/albums/business-and-technology/keyboard- LEGAL INFORMATICS PREDICTIVE SYSTEMSKNOWLEDGE SYSTEMS “DISRUPTIVE” INNOVATION ARTIFICIAL INTELLIGENCE (AI) ATTORNEY-CLIENT SERVICESDIY LEGAL FORMS ONLINE DISPUTE RESOLUTION
  • 35. Credits • https://www.lawdingo.com/ • https://lawkick.com/ • https://www.priorilegal.com/ • https://www.crowdjustice.com/ • http://www.axiomlaw.com/ • https://separate.us/ • https://mewe.org/ • http://modria.com/ • http://rechtwijzer.nl/ • https://www.legalzoom.com/ • http://www.shakelaw.com/ • https://www.clio.com/ • https://www.ibm.com/watson/ • http://www.rossintelligence.com/ • http://clearaccessip.com/ • http://www.equivant.com/ • https://lexmachina.com/ • https://casetext.com/ • http://ravellaw.com/ • https://kirasystems.com/ • https://techindex.law.stanford.edu/

Editor's Notes

  1. The Coming of Age of Legal Technology - https://law.stanford.edu/2016/09/26/184188/ Q&A: Richard and Daniel Susskind on the future of law - http://www.canadianlawyermag.com/legalfeeds/3189/q-a-richard-and-daniel-susskind-on-the-future-of-law.html
  2. https://global.oup.com/academic/product/the-end-of-lawyers-9780199593613?cc=us&lang=en&
  3. Discrimination: http://lawblog.legalmatch.com/2013/12/05/employer-discrimination-with-social-media/ Personal Injury: http://www.newyorkpersonalinjuryattorneyblog.com/2014/12/will-google-cars-eviscerate-the-personal-injury-bar.html Privacy: https://www.scu.edu/ethics/focus-areas/internet-ethics/resources/unauthorized-transmission-and-use-of-personal-data/
  4. https://lawyerist.com/72223/practice-law-need-disrupted/ Myth of disruption - http://www.geeklawblog.com/2014/03/the-myth-of-disruptive-technology.html
  5. https://blogs.thomsonreuters.com/legal-uk/wp-content/uploads/sites/14/2017/02/Legal-AI-a-beginners-guide-web.pdf
  6. https://blog.law.cornell.edu/voxpop/2013/08/30/future-of-legal-services-and-the-development-of-legal-knowledge-management/
  7. https://jurispage.com/2013/internet-marketing/review-of-lawdingo-a-surprisingly-effective-way-for-clients-and-attorneys-to-meet-online/
  8. http://www.lawsitesblog.com/2015/07/priori-legal-aims-to-be-a-different-kind-of-lawyer-client-matching-site.html
  9. https://www.theguardian.com/commentisfree/2015/may/25/crowdfunded-litigation-future-justice-crowdjustice http://www.independent.co.uk/voices/supreme-court-brexit-case-judges-crowd-funding-only-happened-gina-miller-grahame-pigney-who-did-it-a7458431.html
  10. http://www.plxs.com.au/wp-content/uploads/2016/03/HBR-case-study-on-Axiom.pdf
  11. https://www.hrhub.com/doc/icourthouse-0002 http://www.lawsitesblog.com/2016/04/future-online-dispute-resolution.html
  12. ostly to
  13. https://bol.bna.com/modria-and-the-future-of-dispute-resolution/
  14. http://www.hiil.org/project/rechtwijzer http://www.lawsitesblog.com/2016/04/future-online-dispute-resolution.html
  15. https://www.legalzoom.com/country/za
  16. https://en.wikipedia.org/wiki/Shake_(company)
  17. Watson winds on Jeapardy https://www.youtube.com/watch?v=P18EdAKuC1U
  18. Backstory: https://www.theglobeandmail.com/report-on-business/industry-news/the-law-page/university-of-torontos-next-lawyer-a-computer-program-named-ross/article22054688/ Introductory Website: https://www.youtube.com/watch?v=ZF0J_Q0AK0E
  19. http://bigthink.com/robby-berman/a-judge-lets-an-app-help-him-decide-a-wisconsin-mans-6-year-sentence https://www.propublica.org/article/bias-in-criminal-risk-scores-is-mathematically-inevitable-researchers-say https://www.forbes.com/sites/daniellecitron/2016/07/13/unfairness-of-risk-scores-in-criminal-sentencing/#4ccf36a64ad2
  20. http://www.lawsitesblog.com/2017/05/casetext-expands-cara-research-assistant-adding-suggestions-relevant-briefs.html
  21. https://www.crunchbase.com/
  22. CC SA https://commons.wikimedia.org/wiki/File:Robot-clip-art-book-covers-feJCV3-clipart.png http://www.publicdomainpictures.net/view-image.php?image=109155&picture=pretty-robot-face https://pixabay.com/en/photos/robots/