Contract analysis: Difference between revisions

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'Semantically'', human languages are fundamentally ambiguous. Machines do not ''understand'' them. That's not how the [[AI]] works. “[[Natural language processing]]” means the ''mechanical'' processing of natural language, not the ''natural'' processing of language. It is a dumb, statistical, pattern-recognising process.
'Semantically'', human languages are fundamentally ambiguous. Machines do not ''understand'' them. That's not how the [[AI]] works. “[[Natural language processing]]” means the ''mechanical'' processing of natural language, not the ''natural'' processing of language. It is a dumb, statistical, pattern-recognising process.


So however accurate a mark-up may become, there will always be a need for a human to read and approve it. A common subject for these contract review tools is [[confidentiality agreement]]s, being as they are (a) low risk; (b) ''substantially'' standard: all confis say the same basic things; and (c) ''formally'' variable: there is no limit to the profligacy with which legal eagles can waste qwords in articulate these basic commercial requirements apable of infinite variation in their articulation
So however accurate a mark-up may become, there will always be a need for a human to read and approve it. A common subject for these contract review tools is [[confidentiality agreement]]s, being as they are (a) low risk; (b) ''substantially'' standard: all confis say the same basic things; and (c) ''formally'' variable: there is no limit to the profligacy with which legal eagles can waste words in articulating generic commercial requirements.


But even here the technology disappoints and, in predictable ways, makes an existing problem even worse than it otherwise might be. Institutions are decommissioning review systems the same way they are repatriating once offshored operations functions.<ref>Isn’t it funny how you never hear about ''cancelled'' offshore operations?</ref> It is worth investigating why.
But even here, technology disappoints. By and large it has made the existing problem ''worse''. Institutions are now ''decommissioning'' contract review systems the same way they are repatriating once offshored operations functions.<ref>Isn’t it funny how you never hear about ''cancelled'' offshore operations?</ref> It is worth investigating why.


====The problem statement====
====The problem statement====
Start with the problem the contract review tool is designed to solve: [[Confidentiality agreement]]s are seen as generally low-importance, low-risk agreements — assuming they are properly negotiated — that one must get through as quickly as possible in order to get on with more fruitful commercial negotiations. They tend to be “I’ll show you mind if you show me yours” kind of an affair. But — especially in this data obsessed world — they are buried risks if you don’t watch them carefully. The [[JC]] has a whole [[Confi Anatomy|confi anatomy]] you can peruse if you would like to know more.
What is the problem the contract review tool is designed to solve: [[Confidentiality agreement]]s are fiddly, but low-risk agreements that one must get through as quickly as possible to get to the fruitier deal negotiations they promise. Confis tend to be an “I’ll show you mind if you show me yours” kind of affair. But — especially in this data-obsessed world — they have buried risks if you don’t watch them carefully.<ref>The [[JC]] has a whole [[Confi Anatomy|confi anatomy]] you can peruse if you would like to know more.</ref>


So you need your legal eagles to be en guard to stop the stupid getting in.
So you need your [[legal eagle]]s to be on their game to stop the ''stupid'' getting in. And be assured, counterparties will throw lots of stupid at you. The fellow in charge of ''drafting'' a confi will not usually be the [[top gun lawyer]] in the organisation.


Now: [[confidentiality agreement]]s come in all different shapes and sizes. They needn’t be longer than a few paragraphs, but our American friends are given to presenting 15-page bunker busters, which in the main amount to much the same thing as a concise one, ''but you never know and you must watch them like a hawk''.  There are a few points you need to check: the definition of confidential information, exclusions from the general definition, rights to disclose information that is confidential, the term, scope of remedies for breach. It is all, in concept, standard stuff. But it is a faff — depending on how excruciating is the writing style of the author, it might take up to an hour to review, correct mark up and send back. And it isn’t exactly glamorous.
So, [[confidentiality agreement]]s come in all shapes, sizes and shades of silliness. They needn’t be longer than a few paragraphs, but our American friends are given to presenting 15-page bunker busters which, in the main, say no more than a concise one, ''but you never know, so you must watch them like a hawk''.  It is all, in concept, standard stuff. But it is a faff — depending on how excruciating the writing style of the author, it might take an hour to review, correct mark-up and send back. And it isn’t exactly glamorous.


So the problem: it’s slow, it takes a bit of time, the review parameters are fairly [[complicated]] (but not [[complex]]) — there is a limited risk of missing something — and ones inhouse [[legal eagle]] has invariably got better things she could be doing. This is, in person hours, effectively costing the firm money.
So the problem: it’s slow, it takes time, the review parameters are [[complicated]] (but not [[complex]]) — there is a (limited) risk of missing something — and a [[legal eagle]] has invariably got better things she could be doing. This is, by reference to the notional, but illusory, person-hours through which [[chief operating officer]]s like to view the world, ''costing the firm money''.


====The contract review tool as a solution.====
====The [[contract review tool]] as a solution.====
The [[contract review tool]] promises to perform this first basic check by reference to a pre-defined playbook of confidentiality policies, rather like a triage unit at a military hospital. You give it a once over and it goes out the door. Brilliant.
The [[contract review tool]] promises to save some of that money. It performs a first basic check, by reference to a pre-defined [[playbook]] of policies. It operates rather like a triage unit at a military hospital. It breaks the back of this tiresome work (while you are getting on with something more productive), it hands the draft over to you, you give it a once-over and it goes out the door. Brilliant.
 
That’s the theory.
====But it isn’t as simple as that====
====But it isn’t as simple as that====
But it turns out parsing text lovingly confected in the brow of some unknown legal eagle isn’t as easy as all that. Just boring syntactical things like handling plurals and irregular verbs is extremely hard to code. And while in time the machine will get better at that, the universe of possible ways of articulating an idea is infinite and, while most legal eagles suffer from a form of locked-in syndrome which inhibits access to large parts of their imaginations when it comes to exercising their talent for textual complexity and saying things which, for the avoidance of doubt, are not in doubt, it is an information superhighway. Parsing the fevered prose of a human lawyer will always need some kind of a human sense check. So, the contract review tools build in exactly that kind of sense-check function. They hire paralegals, in low-cost jurisdictions, to check the output before sending it back. This has three unfortunate consequences:
But it turns out parsing text lovingly confected by some unknown [[legal eagle]] isn’t as easy as all that. Just boring syntactical things like plurals and irregular verbs and parentheticals — we layers ''love'' parentheticals — are hard to code for. And while in time the machine will get better at that, the universe of possible ways of articulating an idea is infinite and, while a form of locked-in syndrome inhibits access to most of their imaginations, when it comes to textual complexity and saying things which, [[for the avoidance of doubt]], are ''not'' in doubt and need not be said, lawyers are infinitely creative. Parsing the fevered prose of a human lawyer is beyond the means of [[natural language processing]]. There will always need some kind of a human sense check. So, the contract review tools build in exactly that kind of sense-check function. They hire paralegals, in low-cost jurisdictions, to check the output before sending it back.  
 
This has three unfortunate consequences:
=====It is slow=====
=====It is slow=====
Firstly, it slows down the output: Instead of getting your markup instantaneously, you get it three quarters of an hour or more later. This is more than enough time for the modern eagle to have been comprehensively distracted by something else, and in any case ''it is longer than it would have taken to review and fix the contract in the first place.''
Firstly, it slows down the output: Instead of getting your markup immediately, you get it three-quarters of an hour or more later — that ''same'' three-quarters of an hour you ''in which you could have read it for yourself''. This is more than enough time to become comprehensively distracted by something else.
=====It is more expensive=====
=====It is more expensive=====
Secondly, it adds to the cost. Now, to be sure, [[reg tech]] providers are master [[rent-seeker]]s anyway, but here they have an actual out-of-pocket cost which they have to pay. Thus, the [[contract review tool]] will carry a heavy charge per document review. Better ones charge less than a hundred bucks. Some charge as much as three hundred, ''per review''. Suddenly the cost proposition that swung the business case looks a bit squiffy: your starting assumption is you are saving an hour of your internal legal’s time, which you unitise at, say, $250. But that is a ''nominal'' cost. It is sunk. A new confi coming in doesn’t generate that cost, and firing the thing out to your [[contract review tool]] doesn’t save it. Internal [[legal eagles]] are a fixed cost, and are notoriously hard to [[shredding|shred]] back to the business. They just sit there, on the firm’s dime, ''whether you use them or not''. Most work hard, of course — the [[legal eagle]] who punches out at 5pm on the smacker on ''any'' day, let alone ''every'' day is — well, a rare bird. He ''will'' look at that [[confi]], and anything else that needs to get done, at some stage during the day. ''[[Legal eagle]]s don’t work to rule''.<ref>As it happens, the occasional [[confi]] can be a pleasant distraction: a nice re-charger after a hard morning slogging through a series of regulatory change stakeholder [[Skype]] calls. Hey, management team: why don’t you try to get rid of all the ''stakeholder management calls''? ''There'' is a question.</ref> So, unless you can prove that, with your [[contract review tool]] you can actually let some of your lawyers ''go'', it is not saving ''any'' money. It is ''costing'' money — ''more'' than it would have cost your internal team just knock off the confi in the first place.
Secondly, it adds to the cost. Now, to be sure, [[reg tech]] providers are master [[rent-seeker]]s, but here, in their bench of paralegal sense-checkers, they have an actual out-of-pocket cost which they have to pay. Thus, the [[contract review tool]] must carry a heavy charge per document review. Better ones charge less than a hundred bucks. Some charge as much as three hundred, ''per review''.  
 
Suddenly the cost proposition that swung the business case looks squiffy: you assumed you were saving an hour [[legal]]’s time, which you unitise at, say, $250. But that is a ''nominal'' cost. It is sunk. A new [[confi]] coming in doesn’t generate that cost, and firing the thing out to your [[contract review tool]] doesn’t save it. Internal [[legal eagles]] are a fixed cost, and are notoriously hard to [[shredding|shred]] back to the business. They just sit there, on the firm’s dime, ''whether you use them or not''. Most work hard, of course — the [[legal eagle]] who punches out at 5pm on the smacker on ''any'' day, let alone ''every'' day is a rare bird. He ''will'' look at that [[confi]], and anything else that needs to get done, at some stage during the day. ''[[Legal eagle]]s don’t work to rule''.<ref>As it happens, the occasional [[confi]] can be a pleasant distraction: a nice re-charger after a hard morning slogging through a series of regulatory change stakeholder [[Skype]] calls. Hey, management team: why don’t you try to get rid of all the ''stakeholder management calls''? ''There'' is a question.</ref>  
 
So, unless you can prove that, with your [[contract review tool]] you can actually let some of your lawyers ''go'', ''it is not actually saving you any real money''. It is ''costing'' real money — ''more'' than it would have cost your internal team just knock off the confi in the first place.
=====It isn’t actually reg tech at all. It’s just [[outsourcing]] that you’re ''calling'' [[reg tech]]=====
=====It isn’t actually reg tech at all. It’s just [[outsourcing]] that you’re ''calling'' [[reg tech]]=====
So reg tech that doesn’t work satisfactorily without a human standing behind it to prop it up isn’t reg tech: it is a ''gimmick''. What we are really talking about here is ''[[outsourcing]]''. But to a black box: these are personnel who you can’t see, you didn’t hire and you can’t evaluate, but you know for sure are a lot cheaper than your own personnel since you are now paying for them, this confounded [[reg tech]] (''also'' a black box, by the way: how much of the work-product is the tech, how much the [[meatware]]? If they won’t show you, assume it is mostly the [[meatware]]), not to mention the [[Rent-seeking|rent]] your [[software as a service]] provider is seeking to extract on the whole operation.  
So [[reg tech]] that doesn’t work without a human standing behind it to prop it up isn’t [[reg tech]]: it is a ''gimmick''. What we are really talking about here is ''[[outsourcing]]''. But to a black box: these are personnel who you can’t see, you didn’t hire and you can’t evaluate, but (we must assume) are cheaper than your own personnel, since you are now paying for them, this confounded [[reg tech]],<ref>''Also'' a black box, by the way: how much of the work-product is the tech, how much the [[meatware]]? If they won’t show you, assume it is mostly the [[meatware]].</ref> not to mention the [[Rent-seeking|rent]] your [[software as a service]] provider is seeking to extract on the whole operation. Now unless the reg tech guy has figured out a better way to lowball recruits than you have, this means the people checking your confis are lower quality than your people. In this case, hire the [[reg tech]] firm as a recruitment consultant, not a crappy [[AI]] provider.
=====It makes for ''more'' work downstream=====
=====It makes for ''more'' work downstream=====
Now this is not so much a function of the technology but the perverse incentives that operate inside a sprawling organisation. Bear in mind the primary driver of most employees in risk and control functions is covering their ''own'' arses first, ''then'', where practicable, their organisation’s. There are two places where legal decisions need to be made: Firstly, in configuring the [[playbook]] that supplies the parameters for the [[contract review tool]]; and secondly, by the [[legal eagle]] herself, in combat during a live negotiation, when confronted with a challenge from the counterparty.
Now this is not so much a function of the technology but the perverse incentives that operate inside a sprawling organisation. Bear in mind the primary driver of most employees in risk and control functions is covering their ''own'' arses first, ''then'', where practicable, their organisation’s. There are two places where legal decisions need to be made: Firstly, in configuring the [[playbook]] that supplies the parameters for the [[contract review tool]]; and secondly, by the [[legal eagle]] herself, in combat during a live negotiation, when confronted with a challenge from the counterparty.