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Generative AI for
Regulatory
Analysis
Agenda About Nimonik
About Generative AI
1
2
AI at Nimonik
3
About Us
Founded in 2008 with offices in Montréal,
Calgary, Toronto, and Shanghai.
Nimonik services over 700 customers around
the world, especially mid-size international
companies.
Canadian
Integrations
Companies you may have worked with:
● ConformanceCheck (Toronto)
● MediaLogic (Calgary)
● Templegate (Toronto)
They are all now part of Nimonik!
Nimonik will soon be offering access to
standards from CSA and other standard
development organizations.
We are not EHS management
software or just a content provider
or simply an audit tool.
Nimonik is an integrated
compliance solution for
regulations, standards and
internal requirements.
Minimal
Management
Supervisor led
Integrated
Team based
compliance
Inconsistent
1
Piecemeal approach
Road to
Compliance
Maturity
2
Proactive
3
Forward thinking
Reactive
4
Focus on putting
out fires
5
Surprises abound
Most organisations do not know all of their obligations,
leading to “surprises”...
Across various topics (EHS, Quality, HR, safety,...) a typical
factory 3,000+ obligations and 200+ changes per year.
Each non-compliance costs $5,000+ in internal costs.
Frequency of change 3x
Regulatory change has increased 3x in five years.
Organizations have not increased staff or updated
processes to manage regulatory change.
The Four Pillars of Compliance
2 3 4
1
Prevention
Risk profile
Historicals
Monitoring
Detection
Early detection
Self-reporting
Internal Audits
Response
Fast response
Data analysis
Action plans
Correction
Actions
Corrective
Effectiveness
IMPACT
Comprehensive
Obligations
Comprehensive
Assurance
Business
Outcomes
• 360° Coverage
• Obligations mapped
to systems
• Audit ready
• Actions tracked
• Increased trust
• Fewer surprises
Resilience
The main hurdle to identifying
requirements is understanding:
what a document regulates,
how it regulates and
who it applies to.
V
Traditional
Approaches
• Hiring, training, support
• Good knowledge of operations
In-house
• Robust knowledge
Consultants
• Consistent across organization
• Corporate control
Enterprise Software
Time
Cost &
inconsistent
More cost and
complexity
...and Sources:
Quality
Environmental
Safety
CyberSecurity
HR, OHS, product...
Regulatory + standards
+ ECAs, permits, stakeholders,
customers,...
A Comprehensive Compliance program captures all of your
Obligations across your areas of compliance:
Nimonik Inc. offers an integrated compliance management program for organizations to better manage
their obligations across quality, environmental, safety, privacy, human resources, and other regulated areas.
Nimonik helps you achieve compliance across your operations and increase your organization’s resilience.
Nimonik software workflow
Identify documents Extract obligations Identify risks Create actions Conduct audits
1 2 3 4 5
Identify applicable regulations,
industry standards and
internal documents
Extract obligations from
applicable documents
Risk rank and link
obligations to controls
Create actions to
stay in compliance
Conduct internal audits
to ensure continuous
improvement
The challenge of the decentralized
approach is that most organizations
delegate this work to various parts
of the business - who each take
their own approach.
Agenda About Nimonik
About Generative AI
1
2
AI at Nimonik
3
Definition
Generative AI is a type of Artificial Intelligence that can
create unique, original content automatically - from text to
images and video.
Modern generative AI uses machine learning algorithms
that are trained on large amounts of data, usually Large
Language Models (LLM).
Includes a random component. The same inputs can lead to
different variations of the output.
About technology
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Application
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
Identify your physical
operations and outline
Obligations, Actions
and Audits for each
location
Control access by
business unit, region
or facility
1. Open source libraries and data sets make this
technology widely available.
2. Much of the regulatory analyst job will be
automated. Consulting work may be affected as
well.
3. Limited “moat” to offer services that are solely
analysis. The “human” factor will become more
important along with workflows and tools to
manage data.
Ownership
Agenda About Nimonik
About Generative AI
1
2
AI at Nimonik
3
Why Nimonik
leverages AI?
Nimonik collects 2,000 -
3,000 new regulatory
documents per month
AI tools becoming more and more
essential to ensure quality and timely
content delivery
Number of new documents is
constantly growing due to the
expansion of Nimonik’s coverage
and increasing regulatory activity
Generation of
summaries
Identification of
obligations
Detection of
relevance
• Nimonik offers short
summaries for essential
documents
• This allows you to
understand if a
document is relevant for
you
• AI analyzes and
produces summaries
almost instantly
• Nimonik extracts
obligations from
essential documents
• This allows you to focus
on and track only the
provisions relevant for
you
• AI almost instantly
extracts obligations with
90%+ accuracy
• Nimonik classifies
documents based on
their industry sectors
and topics
• This allow you to
subscribe and see only
the documents relevant
for you
• Nimonik works on use of
AI to streamline the
classification process
How Nimonik leverages AI?
AI chatbot
• Nimonik works on
implementing an AI
solution to securely chat
about document
• This will allow you to
receive instant answers
to your questions about
the document
• AI agent serves as your
personal consultant
Key takeaway about generative AI tools
While personal use is really simple and can deliver great
value with almost zero effort, business integration and use
requires careful planning, testing and overcoming
numerous challenges.
Pros and cons of AI deployment need to be carefully
considered.
Challenge
What Nimonik does?
• AI is smart but it cannot take new content to
process by itself.
• For example, OpenAI’s GPTs are not able to
open the links with documents and process
their text without additional plugins or tools.
• Nimonik covers hundreds of jurisdictions
that are differ in their content delivery
approaches, content quality and
accessibility.
• Nimonik makes sure that in each
case content can be correctly
extracted and easily fed to the AI
for summary generation and
other tasks.
• To achieve this, Nimonik uses
various internal and external
content processing tools and
techniques tailored to each
jurisdiction to ensure quality
content.
• … and deals with such websites :)
Key challenges: Content to be processed by AI
Challenge
What Nimonik does?
• All generative AI models have their limits in terms of
maximum content to be processed.
• Even the most capable models are still capped at
around 200 pages of content, while a lot of
documents are much larger.
• Cost is also a factor for large-scale application.
• Currently, Nimonik uses various proprietary
solutions to achieve the best efficiency to cost
ratio.
• Nimonik also develops own internal solution to
process text larger than 150 pages based on
advanced text processing techniques.
• In terms of cost, Nimonik’s internal solution will
be based on one of the open source LLM
models that deliver results comparable to
ChatGPT.
Key challenges: Content size and cost
≈ 200 pages
≈ 40 pages
≈ 20 pages
≈ 5 pages
Challenge What Nimonik does?
• Third-party solutions cannot guarantee
privacy of your data.
• Additionally, there might be intellectual
property concerns while using copyrighted
content in publicly available AI tools.
• Currently, Nimonik does not process in
third-party AI tools any sensitive or copyrighted
data.
• Nimonik’s own internal solution will be
deployed according to the best available
practices to ensure data security.
Key challenges: Security of data
≈ 150 pages
Challenge What Nimonik does?
• Nimonik has high standards for documents’
summaries quality that should be met by AI.
• While some prompt engineering makes the
results better, they are still not always
consistent in their quality and format.
• While Nimonik already generates majority of
summaries using AI tools, the results are still
being reviewed by our analysts.
• Nimonik’s goal is to achieve consistent and
quality results by “fine-tuning” the AI model
that we will use for our purposes.
• In other words, Nimonik will train AI on large
number of summaries created by analysts to
produce the results following the same
approach.
Key challenges: Quality of results
≈ 150 pages
ChatGPT
Solution used by
Nimonik
• No meaningful result for the link
• Result produced by inputting the text:
The Energy Conservation Equipment Exemption
Regulations prescribe various equipment, articles, and
materials as energy conservation equipment for the
purposes of section 9 of Part XVIII of Schedule III to
the Excise Tax Act. This includes thermal insulation,
wood-burning stoves (excluding fireplaces or those
burning oil/gas), wind deflectors for vehicles,
waterwheels and related generators/pumps, loading
dock door seals/shelters, and power factor correction
capacitors.
This document outlines the equipment, articles, and materials prescribed as
energy conservation equipment for the purposes of the Excise Tax Act
(particularly, Section 9 of Part XVIII of Schedule III to the Excise Tax Act). These
include:
(a) Thermal insulation designed for pipes, ducts, boilers, tanks, and wrapping
materials exclusively for use with such insulation;
(b) Wood-burning stoves, wood-burning stove kits, wood-burning furnaces, and
wood-burning space heaters, excluding fireplaces and oil or gas-burning stoves,
furnaces, or space heaters;
(d) Wind deflectors designed to reduce fuel consumption and for installation on
motor vehicles and trailers;
(e) Waterwheels for converting water power to mechanical or electrical energy,
and pumps and generators specifically designed for use with such waterwheels;
(f) Loading dock door seals and shelters designed to conserve heated or
refrigerated air during loading and unloading;
(g) Power factor correction capacitors.
Example 1: Energy Conservation Equipment Exemption Regulations
Input: https://laws-lois.justice.gc.ca/eng/regulations/C.R.C.,_c._590/page-1.html
Bottom line: Both solutions provide good results but ChatGPT is not really able to access and
summarize contents under the links
ChatGPT
Solution used by
Nimonik
• No meaningful result for the link
• No result produced by inputting the text as text size exceeds
ChatGPT’s capacity for processing
This document outlines the requirements for conducting onshore and offshore geophysical
operations. Notable provisions of this document include the following:
1. Operators must apply for authorization by submitting a completed application form to the
Chief Conservation Officer. Applications must be submitted at least 30 days before the
planned commencement date for onshore operations and 30-90 days for offshore
operations, depending on the seismic energy source.
2. Operators are required to take reasonable safeguards against property damage, control
and extinguish fires, and handle refuse responsibly. Offshore operations must adhere to
specific guidelines for air gun systems, gas exploders, and electrical seismic energy
sources. Onshore operations must consider survey monuments, seismic energy sources,
and drilling shot holes for charges.
3. Occupational safety and health regulations mandate radio communication, safe working
practices, and training for geophysical crew members. Operators must submit status
reports to the Chief Conservation Officer at the commencement, termination, and weekly
during the operation. They must also retain data and report accidents or incidents causing
injury, loss of life, property damage, or environmental threats.
4. Investigations may be conducted by the Chief Conservation Officer and Chief Safety
Officer for accidents or incidents involving death, injury, equipment damage, or
environmental damage.
Example 2: Canada Oil and Gas Geophysical Operations Regulations
Input: https://www.canlii.org/en/ca/laws/regu/sor-96-117/latest/sor-96-117.html
Bottom line: Our solution and ChatPDF provide good results but ChatPDF requires extra steps
to get the summary
ChatPDF
• Result obtained by converting html page in PDF:
The Canada Oil and Gas Geophysical Operations Regulations document
outlines the regulations for geophysical operations in relation to oil and gas
exploration in Canada. The regulations cover a range of topics, including the
application process for geophysical operations, safety requirements,
reporting requirements, and data retention requirements. The document
also outlines the specific information that must be included in a
geophysical operation authorization application, as well as the information
that must be included in a final report. Overall, the regulations aim to ensure
that geophysical operations are conducted safely and responsibly, and that
the resulting data is properly recorded and retained.
Initial summary Problems to tackle
The Oil and Gas Spills and Debris Liability Regulations (SOR/87-331) fall under the Canada Oil and
Gas Operations Act. These regulations were registered on June 11, 1987, and pertain to the limits
of liability for spills, authorized discharges, and debris related to the exploration or production of
oil and gas. The regulations were published in the Canada Gazette Part I on January 3, 1987,
allowing interested persons to make representations.
No representations were made to the Minister of Energy, Mines and Resources or the Minister of
Indian Affairs and Northern Development. Consequently, the Governor General in Council, on the
recommendation of the aforementioned ministers, made the annexed regulations.
The Oil and Gas Production and Conservation Act is referred to as the ""Act"" within these
regulations. The limits of liability are outlined in section 3 of the regulations and are as follows:
a) For areas referred to in paragraph 6(1)(a) of the Arctic Waters Pollution Prevention Act, the limit
is the amount by which $40 million exceeds the amount prescribed under section 9 of that Act.
b) For submarine areas north of the sixtieth parallel of north latitude not covered by paragraph (a),
the limit is $40 million.
c) For areas within the Yukon Territory or Northwest Territories covered by or located within 200
meters of any inland water body not covered by paragraph (a), the limit is $25 million.
d) For areas within the Yukon Territory or Northwest Territories not covered by paragraphs (a) or
(c), the limit is $10 million.
e) For any area to which the Act applies and for which no other limit is prescribed by these
regulations, the limit is $30 million.
1. Summarizer picks information from webpage irrelevant for understanding of the
document
2. Summarizer includes some technical document information that is not relevant
3. Summarizer decides to include the full list in simplified version but omits certain
information that affects the meaning of the items on the list
Example 3: Oil and Gas Spills and Debris Liability Regulations
Input: https://www.canlii.org/en/ca/laws/regu/sor-87-331/latest/sor-87-331.html
Adjusted summary
This document outlines the limits of liability for spills, authorized discharges, and debris
related to the exploration or production of oil and gas. The limits of liability are outlined in
section 3 of the document and range from $10 million to $40 million depending on the area.
Initial summary Problems to tackle
The European Commission's Implementing Regulation (EU) 2018/151 outlines rules for digital
service providers to manage risks to network and information systems security and determine the
impact of incidents. Digital service providers must adopt a systematic, risk-based approach to
information security, including risk analysis, human resources, security of operations, and security
architecture. They should also perform assessment and analysis procedures to ensure the
security of systems and facilities.
The regulation specifies that digital service providers should have policies on human resources,
security architecture, physical and environmental security, and the security of supplies. They must
also establish and maintain policies on incident handling, business continuity management, and
monitoring, auditing, and testing. International standards, including existing national standards,
may be used for the security of network and information systems.
Digital service providers must be able to estimate the number of users affected by an incident, the
duration of the incident, and the geographical spread of the affected area. They should also
measure the extent of disruption to the functioning of the service and the impact on economic
and societal activities. An incident is considered to have a substantial impact if it meets at least
one of the specified criteria, such as affecting a large number of users or causing significant
material or non-material losses.
The regulation is binding in its entirety and directly applicable in all EU Member States. It entered
into force on the twentieth day following its publication in the Official Journal of the European
Union and has been in effect since May 10, 2018.
The summary is overall good but it might create an impression that it includes all relevant
obligations contained in the document.
Example 4: EU Commission Implementing Regulation 2018/151 of 30 January 2018
Input: https://eur-lex.europa.eu/eli/reg/2018/151
Adjusted summary
The European Commission's Implementing Regulation (EU) 2018/151 outlines rules for digital service providers to manage
risks to network and information systems security and determine the impact of incidents. Notable provisions of this
document include the following:
1. Digital service providers must adopt a systematic, risk-based approach to information security, including risk analysis,
human resources, security of operations, and security architecture. They should also perform assessment and analysis
procedures to ensure the security of systems and facilities.
2. The regulation specifies that digital service providers should have policies on human resources, security architecture,
physical and environmental security, and the security of supplies. They must also establish and maintain policies on
incident handling, business continuity management, and monitoring, auditing, and testing. International standards,
including existing national standards, may be used for the security of network and information systems.
3. Digital service providers must be able to estimate the number of users affected by an incident, the duration of the
incident, and the geographical spread of the affected area. They should also measure the extent of disruption to the
functioning of the service and the impact on economic and societal activities. An incident is considered to have a
substantial impact if it meets at least one of the specified criteria, such as affecting a large number of users or causing
significant material or non-material losses.
The regulation is binding in its entirety and directly applicable in all EU Member States. It entered into force on the twentieth
day following its publication in the Official Journal of the European Union and has been in effect since May 10, 2018.
Summary and comments
The document outlines the Regulation respecting occupational health and safety in Quebec, which applies to all establishments and construction sites. The regulation
aims to establish standards for air quality, temperature, humidity, heat stress, lighting, noise, contaminants, sanitary facilities, ventilation, hygiene, sanitation,
cleanliness, area conditions, storage and handling of dangerous substances, machine and tool safety, high-risk tasks, individual protective equipment, and worker
transportation. Looks like a selection of the Divisions in the OHS Regulation S-2.1, r.13 but missing key topics (Hot Work, respiratory Protection, Asbestos) and
focussing, in my opinion, on lesser important issues (lighting, sanitary facilities, cleanliness, heat stress).
Employers are obligated to comply with these standards, and equipment used for maintaining these conditions must be in optimal operational condition. The
regulation covers various aspects of workplace safety, including access routes, passageways, yards, vertical openings, guardrails, floors, walkways, workstations,
cleaning, refuse containers, machine locations, and transportation of workers. GOOD
Specific requirements are provided for service stairs, ramps, permanent ladders, portable ladders, and stepladders. The use of ladders is subject to certain conditions
and restrictions, including inspection, placement, and prohibited usages. Workers must follow safety precautions while using ladders, such as maintaining three points
of contact and facing the ladder at all times.
The regulation also addresses the safety of gangways, stationary platforms, and suspended scaffolding, with specific requirements for load capacity, guardrails, and
fall protection. Suspended scaffolding must comply with CAN/CSA standards and be used in accordance with the Health and Safety Code for Suspended Equipment
Operations.
In summary, the Regulation respecting occupational health and safety in Quebec aims to ensure a safe and healthy work environment for workers by establishing
comprehensive standards and requirements for various aspects of workplace safety. Employers must comply with these standards, and workers must follow safety
precautions to minimize risks and hazards. That’s taken from section 49 and 51 of the OHS Act... pretty cool! That’s a good summary. However, there is no word on
risk assessment which, as you know, is key in OHS management.
A lot of emphasis on Fall Protection in 3rd
and 4th
paragraph but nothing on Machine Safety, Lifting Equipment and LOTO although equally important risks. The
regulation covers an array of different topics. The first paragraph should highlight the key risks (ref. see Glencore Fatal Hazard denomination). Then, depending on
amount of word you want to use in the text, stay general or dig deeper for each key hazards. The closing paragraph is good.
Example 5: Regulation respecting occupational health and safety
Input: https://canlii.ca/t/1128
Summary and comments
The Clean Air Regulation (CQLR c Q-2, r 4.1) aims to protect the environment by setting standards and limits for emissions from various industrial and commercial
activities. The regulation covers particle emissions, volatile organic compounds, and emissions from stationary internal combustion engines, fuel burning equipment,
and incinerators. It also addresses specific industries such as cement plants, steel mills, and petroleum refineries. It would be best to say the regulation applies to all
industries including cement plant….
The regulation requires that any device, system, or equipment used for emissions control must be maintained in good working order and operate optimally during
production hours. It sets limits for particle emissions from industrial processes and facilities, as well as emission limits for volatile organic compounds from certain
industrial or commercial facilities or activities.
The regulation also sets standards for emissions from stationary internal combustion engines, fuel burning equipment, and incinerators. It addresses the use of wood,
wood waste, and pulp and paper mill residual materials as fuel in fuel burning equipment and industrial furnaces. Repetitive from paragraph 1 ???
Operators of facilities must maintain records of emissions and comply with monitoring and reporting requirements. Monetary administrative penalties and fines may
be imposed for non-compliance with the regulation. That’s a given!
The Clean Air Regulation replaces the Regulation respecting the quality of the atmosphere (chapter Q-2, r. 38), except for certain provisions. It applies to facilities in
operation on or after 30 June 2011, with some transitional provisions for existing facilities." Agreed but somewhat trivial.
Appendix E present important emission factors while Appendix H show modeling requirement instructions which are the key added values of the regulation over the
preceding one.
Everything else in the appendices is captured by the “limit for emissions” reference in paragraph 1, so well done.
Example 6: Clean Air Regulation
Input: https://canlii.ca/t/8pm7
Key challenges with AI
• Ability of AI to process various types of
data
• Volumes of data that can be processed
by AI
• Format of data generated by AI
Nimonik offices
Solution Partners
Nimonik.com - info@nimonik.com - 1-888-608-7511 - +86 021 51720468
Thank you!
Shanghai
Montréal
HQ
Calgary

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Generative AI for Regulatory Analysis

  • 2. Agenda About Nimonik About Generative AI 1 2 AI at Nimonik 3
  • 3. About Us Founded in 2008 with offices in Montréal, Calgary, Toronto, and Shanghai. Nimonik services over 700 customers around the world, especially mid-size international companies.
  • 4. Canadian Integrations Companies you may have worked with: ● ConformanceCheck (Toronto) ● MediaLogic (Calgary) ● Templegate (Toronto) They are all now part of Nimonik! Nimonik will soon be offering access to standards from CSA and other standard development organizations.
  • 5. We are not EHS management software or just a content provider or simply an audit tool. Nimonik is an integrated compliance solution for regulations, standards and internal requirements.
  • 6. Minimal Management Supervisor led Integrated Team based compliance Inconsistent 1 Piecemeal approach Road to Compliance Maturity 2 Proactive 3 Forward thinking Reactive 4 Focus on putting out fires 5
  • 7. Surprises abound Most organisations do not know all of their obligations, leading to “surprises”... Across various topics (EHS, Quality, HR, safety,...) a typical factory 3,000+ obligations and 200+ changes per year. Each non-compliance costs $5,000+ in internal costs.
  • 8. Frequency of change 3x Regulatory change has increased 3x in five years. Organizations have not increased staff or updated processes to manage regulatory change.
  • 9. The Four Pillars of Compliance 2 3 4 1 Prevention Risk profile Historicals Monitoring Detection Early detection Self-reporting Internal Audits Response Fast response Data analysis Action plans Correction Actions Corrective Effectiveness IMPACT
  • 10. Comprehensive Obligations Comprehensive Assurance Business Outcomes • 360° Coverage • Obligations mapped to systems • Audit ready • Actions tracked • Increased trust • Fewer surprises Resilience
  • 11. The main hurdle to identifying requirements is understanding: what a document regulates, how it regulates and who it applies to.
  • 12. V Traditional Approaches • Hiring, training, support • Good knowledge of operations In-house • Robust knowledge Consultants • Consistent across organization • Corporate control Enterprise Software Time Cost & inconsistent More cost and complexity
  • 13. ...and Sources: Quality Environmental Safety CyberSecurity HR, OHS, product... Regulatory + standards + ECAs, permits, stakeholders, customers,... A Comprehensive Compliance program captures all of your Obligations across your areas of compliance:
  • 14. Nimonik Inc. offers an integrated compliance management program for organizations to better manage their obligations across quality, environmental, safety, privacy, human resources, and other regulated areas. Nimonik helps you achieve compliance across your operations and increase your organization’s resilience. Nimonik software workflow Identify documents Extract obligations Identify risks Create actions Conduct audits 1 2 3 4 5 Identify applicable regulations, industry standards and internal documents Extract obligations from applicable documents Risk rank and link obligations to controls Create actions to stay in compliance Conduct internal audits to ensure continuous improvement
  • 15. The challenge of the decentralized approach is that most organizations delegate this work to various parts of the business - who each take their own approach.
  • 16. Agenda About Nimonik About Generative AI 1 2 AI at Nimonik 3
  • 17. Definition Generative AI is a type of Artificial Intelligence that can create unique, original content automatically - from text to images and video. Modern generative AI uses machine learning algorithms that are trained on large amounts of data, usually Large Language Models (LLM). Includes a random component. The same inputs can lead to different variations of the output.
  • 19. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility Application
  • 20. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 21. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 22. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 23. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 24. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 25. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 26. Identify your physical operations and outline Obligations, Actions and Audits for each location Control access by business unit, region or facility
  • 27. 1. Open source libraries and data sets make this technology widely available. 2. Much of the regulatory analyst job will be automated. Consulting work may be affected as well. 3. Limited “moat” to offer services that are solely analysis. The “human” factor will become more important along with workflows and tools to manage data. Ownership
  • 28. Agenda About Nimonik About Generative AI 1 2 AI at Nimonik 3
  • 29. Why Nimonik leverages AI? Nimonik collects 2,000 - 3,000 new regulatory documents per month AI tools becoming more and more essential to ensure quality and timely content delivery Number of new documents is constantly growing due to the expansion of Nimonik’s coverage and increasing regulatory activity
  • 30. Generation of summaries Identification of obligations Detection of relevance • Nimonik offers short summaries for essential documents • This allows you to understand if a document is relevant for you • AI analyzes and produces summaries almost instantly • Nimonik extracts obligations from essential documents • This allows you to focus on and track only the provisions relevant for you • AI almost instantly extracts obligations with 90%+ accuracy • Nimonik classifies documents based on their industry sectors and topics • This allow you to subscribe and see only the documents relevant for you • Nimonik works on use of AI to streamline the classification process How Nimonik leverages AI? AI chatbot • Nimonik works on implementing an AI solution to securely chat about document • This will allow you to receive instant answers to your questions about the document • AI agent serves as your personal consultant
  • 31. Key takeaway about generative AI tools While personal use is really simple and can deliver great value with almost zero effort, business integration and use requires careful planning, testing and overcoming numerous challenges. Pros and cons of AI deployment need to be carefully considered.
  • 32. Challenge What Nimonik does? • AI is smart but it cannot take new content to process by itself. • For example, OpenAI’s GPTs are not able to open the links with documents and process their text without additional plugins or tools. • Nimonik covers hundreds of jurisdictions that are differ in their content delivery approaches, content quality and accessibility. • Nimonik makes sure that in each case content can be correctly extracted and easily fed to the AI for summary generation and other tasks. • To achieve this, Nimonik uses various internal and external content processing tools and techniques tailored to each jurisdiction to ensure quality content. • … and deals with such websites :) Key challenges: Content to be processed by AI
  • 33. Challenge What Nimonik does? • All generative AI models have their limits in terms of maximum content to be processed. • Even the most capable models are still capped at around 200 pages of content, while a lot of documents are much larger. • Cost is also a factor for large-scale application. • Currently, Nimonik uses various proprietary solutions to achieve the best efficiency to cost ratio. • Nimonik also develops own internal solution to process text larger than 150 pages based on advanced text processing techniques. • In terms of cost, Nimonik’s internal solution will be based on one of the open source LLM models that deliver results comparable to ChatGPT. Key challenges: Content size and cost ≈ 200 pages ≈ 40 pages ≈ 20 pages ≈ 5 pages
  • 34. Challenge What Nimonik does? • Third-party solutions cannot guarantee privacy of your data. • Additionally, there might be intellectual property concerns while using copyrighted content in publicly available AI tools. • Currently, Nimonik does not process in third-party AI tools any sensitive or copyrighted data. • Nimonik’s own internal solution will be deployed according to the best available practices to ensure data security. Key challenges: Security of data ≈ 150 pages
  • 35. Challenge What Nimonik does? • Nimonik has high standards for documents’ summaries quality that should be met by AI. • While some prompt engineering makes the results better, they are still not always consistent in their quality and format. • While Nimonik already generates majority of summaries using AI tools, the results are still being reviewed by our analysts. • Nimonik’s goal is to achieve consistent and quality results by “fine-tuning” the AI model that we will use for our purposes. • In other words, Nimonik will train AI on large number of summaries created by analysts to produce the results following the same approach. Key challenges: Quality of results ≈ 150 pages
  • 36. ChatGPT Solution used by Nimonik • No meaningful result for the link • Result produced by inputting the text: The Energy Conservation Equipment Exemption Regulations prescribe various equipment, articles, and materials as energy conservation equipment for the purposes of section 9 of Part XVIII of Schedule III to the Excise Tax Act. This includes thermal insulation, wood-burning stoves (excluding fireplaces or those burning oil/gas), wind deflectors for vehicles, waterwheels and related generators/pumps, loading dock door seals/shelters, and power factor correction capacitors. This document outlines the equipment, articles, and materials prescribed as energy conservation equipment for the purposes of the Excise Tax Act (particularly, Section 9 of Part XVIII of Schedule III to the Excise Tax Act). These include: (a) Thermal insulation designed for pipes, ducts, boilers, tanks, and wrapping materials exclusively for use with such insulation; (b) Wood-burning stoves, wood-burning stove kits, wood-burning furnaces, and wood-burning space heaters, excluding fireplaces and oil or gas-burning stoves, furnaces, or space heaters; (d) Wind deflectors designed to reduce fuel consumption and for installation on motor vehicles and trailers; (e) Waterwheels for converting water power to mechanical or electrical energy, and pumps and generators specifically designed for use with such waterwheels; (f) Loading dock door seals and shelters designed to conserve heated or refrigerated air during loading and unloading; (g) Power factor correction capacitors. Example 1: Energy Conservation Equipment Exemption Regulations Input: https://laws-lois.justice.gc.ca/eng/regulations/C.R.C.,_c._590/page-1.html Bottom line: Both solutions provide good results but ChatGPT is not really able to access and summarize contents under the links
  • 37. ChatGPT Solution used by Nimonik • No meaningful result for the link • No result produced by inputting the text as text size exceeds ChatGPT’s capacity for processing This document outlines the requirements for conducting onshore and offshore geophysical operations. Notable provisions of this document include the following: 1. Operators must apply for authorization by submitting a completed application form to the Chief Conservation Officer. Applications must be submitted at least 30 days before the planned commencement date for onshore operations and 30-90 days for offshore operations, depending on the seismic energy source. 2. Operators are required to take reasonable safeguards against property damage, control and extinguish fires, and handle refuse responsibly. Offshore operations must adhere to specific guidelines for air gun systems, gas exploders, and electrical seismic energy sources. Onshore operations must consider survey monuments, seismic energy sources, and drilling shot holes for charges. 3. Occupational safety and health regulations mandate radio communication, safe working practices, and training for geophysical crew members. Operators must submit status reports to the Chief Conservation Officer at the commencement, termination, and weekly during the operation. They must also retain data and report accidents or incidents causing injury, loss of life, property damage, or environmental threats. 4. Investigations may be conducted by the Chief Conservation Officer and Chief Safety Officer for accidents or incidents involving death, injury, equipment damage, or environmental damage. Example 2: Canada Oil and Gas Geophysical Operations Regulations Input: https://www.canlii.org/en/ca/laws/regu/sor-96-117/latest/sor-96-117.html Bottom line: Our solution and ChatPDF provide good results but ChatPDF requires extra steps to get the summary ChatPDF • Result obtained by converting html page in PDF: The Canada Oil and Gas Geophysical Operations Regulations document outlines the regulations for geophysical operations in relation to oil and gas exploration in Canada. The regulations cover a range of topics, including the application process for geophysical operations, safety requirements, reporting requirements, and data retention requirements. The document also outlines the specific information that must be included in a geophysical operation authorization application, as well as the information that must be included in a final report. Overall, the regulations aim to ensure that geophysical operations are conducted safely and responsibly, and that the resulting data is properly recorded and retained.
  • 38. Initial summary Problems to tackle The Oil and Gas Spills and Debris Liability Regulations (SOR/87-331) fall under the Canada Oil and Gas Operations Act. These regulations were registered on June 11, 1987, and pertain to the limits of liability for spills, authorized discharges, and debris related to the exploration or production of oil and gas. The regulations were published in the Canada Gazette Part I on January 3, 1987, allowing interested persons to make representations. No representations were made to the Minister of Energy, Mines and Resources or the Minister of Indian Affairs and Northern Development. Consequently, the Governor General in Council, on the recommendation of the aforementioned ministers, made the annexed regulations. The Oil and Gas Production and Conservation Act is referred to as the ""Act"" within these regulations. The limits of liability are outlined in section 3 of the regulations and are as follows: a) For areas referred to in paragraph 6(1)(a) of the Arctic Waters Pollution Prevention Act, the limit is the amount by which $40 million exceeds the amount prescribed under section 9 of that Act. b) For submarine areas north of the sixtieth parallel of north latitude not covered by paragraph (a), the limit is $40 million. c) For areas within the Yukon Territory or Northwest Territories covered by or located within 200 meters of any inland water body not covered by paragraph (a), the limit is $25 million. d) For areas within the Yukon Territory or Northwest Territories not covered by paragraphs (a) or (c), the limit is $10 million. e) For any area to which the Act applies and for which no other limit is prescribed by these regulations, the limit is $30 million. 1. Summarizer picks information from webpage irrelevant for understanding of the document 2. Summarizer includes some technical document information that is not relevant 3. Summarizer decides to include the full list in simplified version but omits certain information that affects the meaning of the items on the list Example 3: Oil and Gas Spills and Debris Liability Regulations Input: https://www.canlii.org/en/ca/laws/regu/sor-87-331/latest/sor-87-331.html Adjusted summary This document outlines the limits of liability for spills, authorized discharges, and debris related to the exploration or production of oil and gas. The limits of liability are outlined in section 3 of the document and range from $10 million to $40 million depending on the area.
  • 39. Initial summary Problems to tackle The European Commission's Implementing Regulation (EU) 2018/151 outlines rules for digital service providers to manage risks to network and information systems security and determine the impact of incidents. Digital service providers must adopt a systematic, risk-based approach to information security, including risk analysis, human resources, security of operations, and security architecture. They should also perform assessment and analysis procedures to ensure the security of systems and facilities. The regulation specifies that digital service providers should have policies on human resources, security architecture, physical and environmental security, and the security of supplies. They must also establish and maintain policies on incident handling, business continuity management, and monitoring, auditing, and testing. International standards, including existing national standards, may be used for the security of network and information systems. Digital service providers must be able to estimate the number of users affected by an incident, the duration of the incident, and the geographical spread of the affected area. They should also measure the extent of disruption to the functioning of the service and the impact on economic and societal activities. An incident is considered to have a substantial impact if it meets at least one of the specified criteria, such as affecting a large number of users or causing significant material or non-material losses. The regulation is binding in its entirety and directly applicable in all EU Member States. It entered into force on the twentieth day following its publication in the Official Journal of the European Union and has been in effect since May 10, 2018. The summary is overall good but it might create an impression that it includes all relevant obligations contained in the document. Example 4: EU Commission Implementing Regulation 2018/151 of 30 January 2018 Input: https://eur-lex.europa.eu/eli/reg/2018/151 Adjusted summary The European Commission's Implementing Regulation (EU) 2018/151 outlines rules for digital service providers to manage risks to network and information systems security and determine the impact of incidents. Notable provisions of this document include the following: 1. Digital service providers must adopt a systematic, risk-based approach to information security, including risk analysis, human resources, security of operations, and security architecture. They should also perform assessment and analysis procedures to ensure the security of systems and facilities. 2. The regulation specifies that digital service providers should have policies on human resources, security architecture, physical and environmental security, and the security of supplies. They must also establish and maintain policies on incident handling, business continuity management, and monitoring, auditing, and testing. International standards, including existing national standards, may be used for the security of network and information systems. 3. Digital service providers must be able to estimate the number of users affected by an incident, the duration of the incident, and the geographical spread of the affected area. They should also measure the extent of disruption to the functioning of the service and the impact on economic and societal activities. An incident is considered to have a substantial impact if it meets at least one of the specified criteria, such as affecting a large number of users or causing significant material or non-material losses. The regulation is binding in its entirety and directly applicable in all EU Member States. It entered into force on the twentieth day following its publication in the Official Journal of the European Union and has been in effect since May 10, 2018.
  • 40. Summary and comments The document outlines the Regulation respecting occupational health and safety in Quebec, which applies to all establishments and construction sites. The regulation aims to establish standards for air quality, temperature, humidity, heat stress, lighting, noise, contaminants, sanitary facilities, ventilation, hygiene, sanitation, cleanliness, area conditions, storage and handling of dangerous substances, machine and tool safety, high-risk tasks, individual protective equipment, and worker transportation. Looks like a selection of the Divisions in the OHS Regulation S-2.1, r.13 but missing key topics (Hot Work, respiratory Protection, Asbestos) and focussing, in my opinion, on lesser important issues (lighting, sanitary facilities, cleanliness, heat stress). Employers are obligated to comply with these standards, and equipment used for maintaining these conditions must be in optimal operational condition. The regulation covers various aspects of workplace safety, including access routes, passageways, yards, vertical openings, guardrails, floors, walkways, workstations, cleaning, refuse containers, machine locations, and transportation of workers. GOOD Specific requirements are provided for service stairs, ramps, permanent ladders, portable ladders, and stepladders. The use of ladders is subject to certain conditions and restrictions, including inspection, placement, and prohibited usages. Workers must follow safety precautions while using ladders, such as maintaining three points of contact and facing the ladder at all times. The regulation also addresses the safety of gangways, stationary platforms, and suspended scaffolding, with specific requirements for load capacity, guardrails, and fall protection. Suspended scaffolding must comply with CAN/CSA standards and be used in accordance with the Health and Safety Code for Suspended Equipment Operations. In summary, the Regulation respecting occupational health and safety in Quebec aims to ensure a safe and healthy work environment for workers by establishing comprehensive standards and requirements for various aspects of workplace safety. Employers must comply with these standards, and workers must follow safety precautions to minimize risks and hazards. That’s taken from section 49 and 51 of the OHS Act... pretty cool! That’s a good summary. However, there is no word on risk assessment which, as you know, is key in OHS management. A lot of emphasis on Fall Protection in 3rd and 4th paragraph but nothing on Machine Safety, Lifting Equipment and LOTO although equally important risks. The regulation covers an array of different topics. The first paragraph should highlight the key risks (ref. see Glencore Fatal Hazard denomination). Then, depending on amount of word you want to use in the text, stay general or dig deeper for each key hazards. The closing paragraph is good. Example 5: Regulation respecting occupational health and safety Input: https://canlii.ca/t/1128
  • 41. Summary and comments The Clean Air Regulation (CQLR c Q-2, r 4.1) aims to protect the environment by setting standards and limits for emissions from various industrial and commercial activities. The regulation covers particle emissions, volatile organic compounds, and emissions from stationary internal combustion engines, fuel burning equipment, and incinerators. It also addresses specific industries such as cement plants, steel mills, and petroleum refineries. It would be best to say the regulation applies to all industries including cement plant…. The regulation requires that any device, system, or equipment used for emissions control must be maintained in good working order and operate optimally during production hours. It sets limits for particle emissions from industrial processes and facilities, as well as emission limits for volatile organic compounds from certain industrial or commercial facilities or activities. The regulation also sets standards for emissions from stationary internal combustion engines, fuel burning equipment, and incinerators. It addresses the use of wood, wood waste, and pulp and paper mill residual materials as fuel in fuel burning equipment and industrial furnaces. Repetitive from paragraph 1 ??? Operators of facilities must maintain records of emissions and comply with monitoring and reporting requirements. Monetary administrative penalties and fines may be imposed for non-compliance with the regulation. That’s a given! The Clean Air Regulation replaces the Regulation respecting the quality of the atmosphere (chapter Q-2, r. 38), except for certain provisions. It applies to facilities in operation on or after 30 June 2011, with some transitional provisions for existing facilities." Agreed but somewhat trivial. Appendix E present important emission factors while Appendix H show modeling requirement instructions which are the key added values of the regulation over the preceding one. Everything else in the appendices is captured by the “limit for emissions” reference in paragraph 1, so well done. Example 6: Clean Air Regulation Input: https://canlii.ca/t/8pm7
  • 42. Key challenges with AI • Ability of AI to process various types of data • Volumes of data that can be processed by AI • Format of data generated by AI
  • 43. Nimonik offices Solution Partners Nimonik.com - info@nimonik.com - 1-888-608-7511 - +86 021 51720468 Thank you! Shanghai Montréal HQ Calgary