AI-Augmented
Travel Risk Intelligence and Management
A RUDe Conversation
“Generative AI is about to rewrite each aspect of the legacy TRI/TRM and Duty of Care industry - from intelligence to incident management - within the next 12 to 24 months.
The roadmap to adapt, survive and thrive is being drawn right now.”
What is this conversation about?
How AI and ML impact legacy TRI/TRM and Duty of Care business practices
Business & Revenue Model
Market opportunity analysis revisions
Removing top barriers to entry - including cost, technical requirements, and geographic boundaries
revenue model restructuring
Product features and pricing design
value proposition revisions & transition
From Duty of Care liability reduction to employee HS&S
customer acquisition and onboarding
New channels and self-managed workflows
Resources & Operations
API vs Multi-Channel Itinerary Processing
Braking dependencies and limitations
ISSUE/INCIDENT MANAGEMENT
The path to automation and decision-support tools
Analysts and OPS personnel
Vanishing numbers, new competencies & requirements
Information & Intelligence
LLM Integration planning
Leveraging internal and contracted resources
Commercial vs proprietary models
domain-specific models, ontologies, taxonomies
An industry-wide approach vs proprietary/siloed initiatives
Intelligence Cycle Re-design
The impact on each step of the intel cycle
…More to come
“Current cost drivers and pricing models are shrinking, while market opportunity size and product features & value will grow exponentially.”
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(Applies to this and future RUDe conversations.)
About RUDe Conversations
Risk, Uncertainty, and Decision-Making (RUDe) conversations are private, guided yet interactive discussions and thought leadership events for very small groups of cross-disciplinary SMEs, thinkers, and decision-makers. Participation is primarily by direct invitation and often limited to five-eight humans (plus one AI note-taker).
We strive to create diverse and stimulating mix of backgrounds and interests in each session, and we may repeat sessions with different participants. When possible, we meet in person; but online events are more frequent. Past and future topics include and extend beyond the full spectrum of the RUD Masterclass subjects. Submit the form if you’d like to participate in this or future RUDe conversations.
Related initiatives:
Generative AI in Enterprise Risk Intelligence (ERI) Programs
This RUDe conversation is held in partnership with Safe-xplore by Safe-esteem
Hosted by: Filippo Marino
Filippo is an internationally recognized authority on risk mitigation, intelligence, and security operations. With a career spanning three decades, he has advised and led functional teams for prominent global corporations. As the founder and CEO of Safe-esteem, Filippo is revolutionizing the realm of risk assessment and decision-making by harnessing big data, mobile and wearable technologies, behavioral scence, and Artificial Intelligence to augment human risk judgment and enhance decision quality. Prior to this venture, he developed and directed McDonald’s Global Risk Intelligence & Executive Protection, steering pivotal brand risk mitigation initiatives for major events like the Olympic Games and FIFA World Cup. His expertise stems from his early years as an officer in the Italian Army and his prolific tenure as a consultant to Fortune 500 firms and affluent individuals. A Magna Cum Laude graduate in Behavioral Science.
