Case Study · Synthetic protective intelligence exercise

From activism to event disruption

From online mobilisation to live-event interruption, business impact and protective decision-making.

Illustrative image of an empty conference auditorium
Illustrative image. Not the fictional Crestwell Leadership Forum.
Scenario
8–17 September 2026
Environment
Fictional UK industry conference
Focus
Protective intelligence / event risk
Case status
Synthetic portfolio exercise

✦ DisclaimerThis is a work of fiction. Names, characters, businesses, places, events and incidents in the synthetic scenario are products of the author's imagination or used in a fictitious manner. Any resemblance to actual persons, living or dead, or actual events is coincidental. Real-world incidents are referenced separately for professional context only.

Overview

My role in the exercise

This is a portfolio exercise rather than employment or a client engagement. Working through the scenario, the analytical tasks were to:

  • Frame the intelligence requirement before the event
  • Assess public mobilisation without treating political or ethical disagreement as a threat
  • Identify which speakers, sessions and locations were becoming focal points
  • Distinguish disruption indicators from indicators of physical harm
  • Test alternative explanations
  • Assess likely business consequences
  • Produce different intelligence products for security teams and senior leadership
  • Recommend proportionate action

Priority intelligence requirement

Assess the likelihood, form and business impact of activist disruption at the Crestwell Leadership Forum, identify any credible escalation toward executive targeting or physical harm, and recommend proportionate measures that protect people and event continuity without treating lawful protest as a security threat.

Analytical language

Probability language guide

The portfolio uses calibrated probability language so terms such as ‘likely’ have a consistent analytical meaning. The ranges are indicative guides for judgement, not mathematical forecasts.

Probability languageGuideHow to read it
Almost certain95–99%Expected unless significant new information emerges.
Highly likely80–90%Strongly supported by the available evidence.
Likely55–75%More likely than not.
Realistic possibility40–50%Plausible and should remain in planning.
Unlikely25–35%Possible, but not supported as the main outcome.
Highly unlikely10–20%Would require a material change in the current picture.
Remote chance0–4%Cannot be completely ruled out, but little current support.

Probability language describes how likely an outcome is. Confidence measures the quality and reliability of the evidence supporting the assessment.

Factual base

Event Detail

This section is the factual base for the intelligence products. Assessments draw on this information and the BLUF.

Event
Crestwell Leadership Forum, a fictional two-day UK industry conference
Event dates
16–17 September 2026
Monitored scenario period
8–17 September 2026
Scale
2,400 attendees, livestreamed keynotes and 18 senior corporate speakers
Exposure
Public speaker list, session times, sponsor information and high-visibility presentations
Primary concern
Issue-motivated disruption of selected presentations; executive exposure and event continuity

Actors and stated focus

  • People Against Tech and AI (PATAi) is a fictional activist network criticising a cloud-services sponsor over alleged links to Israeli government and defence activity. Its public messaging focuses on Gaza and calls for visible disruption of a keynote.
  • Animals Have Rights (AHR) is a separate fictional animal-rights network focusing on a facilities company over an alleged supplier relationship with a regulated research-animal business. Its messaging focuses on corporate supply chains and public accountability.
  • There is no evidence in the synthetic dataset that PATAi and AHR are coordinating. They converge on the same event because different speakers and sponsors offer high-visibility targets.
  • Previous demonstrations associated with the two fictional networks in the scenario have been largely peaceful and disruptive rather than violent.

Cause does not equal threat.

Behaviour changes the risk picture.

Advocacy and peaceful protest do not automatically constitute a threat.

Synthetic reporting relevant to the assessment

Evidence profile: synthetic dataset

  • 29 · Items naming a company or a commercial relationship.
  • 18 · Items identifying a speaker, a session time or the venue.
  • 11 · Items explicitly encouraging interruption of a presentation.
  • 3 · Accounts linked in the synthetic dataset to earlier non-violent disruption.
  • 0 · No credible direct threat was identified in the dataset.

These categories overlap and should not be added together. Base dataset: 356 total public-source items across 104 accounts.

Event disruption risk

Deliberate, non-violent interruption of selected sessions is assessed as highly likely, with high confidence.

Synthetic physical-safety risk score

A synthetic analyst risk score for this exercise only. Serious physical harm is unlikely on current evidence, which does not remove the need to protect stages, movements and access points.

29 Items naming a company or a commercial relationship.

18 Items identifying a speaker, a session time or the venue.

11 Items explicitly encouraging interruption of a presentation.

3 Accounts linked in the synthetic dataset to earlier non-violent disruption.

0 No credible direct threat was identified in the dataset.

356 public-source items and 104 observed accounts form the synthetic dataset. Indicator categories overlap and should not be added together. No credible direct threat, weapon reference, violent tactic, stalking pattern or plan to injure a person was identified.

Real-world context relevant to the industry assessment

These references provide trend context only, not evidence about the fictional networks or conference. The 19 September fashion example occurred after the 16–17 September scenario event.

  • [1] Reuters, 5 April 2025 · A senior Microsoft presentation was interrupted by a protester raising concerns about the company's relationship with Israel and the use of its technology. Microsoft disputed claims that its technology had been used to harm people in Gaza.
  • [2] Associated Press, 22 May 2025 · An employee interrupted a senior Microsoft presentation in May 2025 while raising concerns about the company's technology and its relationship with Israel. The allegations are attributed to the protesters.
  • [3] PA / The Independent, 7 May 2026 · Barclays' May 2026 AGM was repeatedly disrupted by Palestine and climate activists challenging the bank over its relationships and financing.
  • [4] UK Parliament, Hansard, 28 April 2025 · A parliamentary debate described a demonstration of several hundred people outside the MBR Acres beagle-breeding facility.
  • [5] UK Parliament, 17 July 2025 · Parliamentary material describes MBR Acres as part of UK preclinical research infrastructure.
  • [6] Reuters, 19 September 2026 · A PETA runway protest became a larger corporate issue after the CFDA chief physically intervened; he later apologised and resigned. This later real-world context is not pre-event scenario reporting.
  • [7] NPSA, Guidance · Event-specific threat, vulnerability and risk assessment guidance for major events.
  • [8] ProtectUK, Guidance · Demonstrations may intimidate but do not necessarily lead to a physical threat.

Decision support

Intelligence Products

The same factual base is translated differently because each decision-maker needs a different level of detail and action horizon.

ProductPrimary audienceWhat they need to know
Flash Alert Venue security, event operations, executive supportWhat changed now? What is likely in the immediate term? What action is required in the next two hours?
Protective Intelligence Brief Protective intelligence, security leads, incident coordinatorsWhat does the evidence mean? What is most likely? What is most dangerous? What changes the assessment? What should we do?
Executive Brief Senior leadershipWhat is the bottom line? What does this mean for the organisation and wider industry? Which decisions require leadership approval?
Long-form case assessment Analysts, reviewers, hiring managersCan the judgement be traced to evidence? Were alternatives tested? Was probability language used consistently?

EVENT DETAIL → BLUF → ASSESSMENT → MLCOA / MDCOA → ADVISORY / DECISION

Method

Evidence and Source Discipline

The case separates factual reporting, analytical judgement and real-world context so each judgement can be traced to information already presented.

Synthetic public activity
356 posts, comments and public event references across the ten-day scenario.
Accounts
104 observed accounts, grouped by fictional campaign affiliation, general amplification and press/attendee activity.
Targeting
29 company/commercial references; 18 speaker/session/time/location references; 11 calls to interrupt presentations.
Prior behaviour
Three accounts linked in the synthetic dataset to previous non-violent event disruption.
Threat indicators
No credible direct threat, weapon reference, violent TTP, stalking pattern or explicit plan to injure a person.
Event reporting
Synthetic incident log covering interruptions, removals, schedule impact, movement changes and communications response.
Real-world context
Documented corporate-event disruptions and official UK event-security guidance used only to support industry context, not to prove the synthetic event case.

Source discipline

  • Observation: what the synthetic reporting says happened.
  • Assessment: what the analyst judges is likely, using calibrated probability language.
  • Context: real-world cases showing that similar event-disruption patterns have occurred in multiple sectors.
  • Advisory: proportionate action tied to the assessed likelihood and consequence.

The same public post can matter operationally without being a threat. A call to protest outside a venue may affect event planning, but it does not establish violent intent.

Pattern

Data Story: mobilisation became more specific

Across the ten-day synthetic scenario, activity moved from broad criticism of organisations and commercial relationships toward event-specific mobilisation.

29

company/commercial references

18

speaker/session/location references

11

calls to interrupt

0

credible direct threats

What the pattern shows

  • Early activity was mainly criticism of companies and their alleged relationships.
  • Mid-period activity shifted toward the conference, attendance and specific sessions.
  • The strongest concern emerged when named speakers and presentation times circulated alongside calls for interruption.
  • No corresponding shift toward weapons, stalking, violent language or plans to injure individuals was identified.
  • The pattern therefore supported a high likelihood of disruption while keeping the physical-harm judgement lower.

What would materially change the assessment?

A credible direct threat, repeated unwanted approaches to a named executive, surveillance of private movements, forced access, weapons, sabotage, or explicit intent to injure a person will almost certainly increase the personal-safety assessment. These are escalation indicators, not claims about the activists in this synthetic case.

Sequence

How the situation developed

  1. 8 Sep

    Speaker list published

    General criticism begins around two sponsors.

  2. 10 Sep

    Campaign accounts share event details

    Attendance and protest discussion becomes more specific.

  3. 12 Sep

    First calls to interrupt a keynote

    Event-continuity risk moves from possible to likely.

  4. 14 Sep

    Named speakers and session times circulate

    Executive and session exposure increases.

  5. 15 Sep

    Accounts linked to previous non-violent disruptions engage with event posts

    Confidence in attempted live interruption increases.

  6. 16 Sep

    Multiple posts encourage visible action inside or immediately around the event

    Security and communications planning is increased around selected sessions.

  7. 17 Sep 09:40 · event day

    First verbal interruption

    Security separates the protester without executive involvement.

  8. 17 Sep 11:15 · event day

    Banner and chant interrupt keynote

    Session pauses for eight minutes and resumes.

  9. 17 Sep 13:05 · event day

    Small foyer sit-in

    One breakout session is moved; the main programme continues.

  10. 17 Sep 16:30 · event day

    Event closes

    No injury, no forced access to private executive areas and no evidence of violent escalation.

Analysis

Alternative Explanations and Confidence

Three explanations were tested rather than assuming the most alarming interpretation was correct.

H1: Mostly outside protest and public awareness

Explains criticism and mobilisation, but not repeated calls to interrupt speeches or interest in being inside the event.

Possible but incomplete

H2: Planned non-violent disruption for reputational pressure

Explains event-specific timing, speaker focus, prior disruption history and public calls for interruption.

Best fit: High confidence

H3: Campaign intended to physically harm an executive

Would explain personal targeting, but the dataset lacks threats, violent language, weapons, stalking or preparation for injury.

Not established: Low confidence

Confidence statement

  • High confidence: Selected sessions are highly likely to face deliberate disruption in the immediate term.
  • Moderate confidence: The disruption will remain non-violent.
  • Moderate confidence: The main objective is reputational pressure and online amplification.
  • Low confidence: Any claim that the campaigns intend physical harm to a speaker.

What would change the analytical judgement

  • Credible direct threats or violent language tied to a named person.
  • Persistent attempts to follow or approach an executive outside the public-event context.
  • Evidence of weapons, sabotage or planned forced entry.
  • A shift from symbolic interruption toward explicit instructions to injure people.
  • New evidence linking PATAi and AHR to a coordinated plan.

Outcome

Scenario Outcome

4

Live disruptions

19 min

Total programme delay

1

Session relocated

0

Injuries

  • Three actions were short verbal or banner interruptions.
  • One became a small foyer sit-in.
  • The targeted keynote paused for eight minutes and resumed.
  • One breakout session was moved.
  • Seven senior speakers used adjusted movement arrangements.
  • No executive personally confronted a protester.
  • No evidence emerged of an attempt to enter private executive rooms or intentionally injure anyone.

The outcome broadly matched the MLCOA: visible but non-violent disruption, amplified online, with short operational impact and no evidence of deliberate physical harm. This supports separating disruption likelihood from physical-harm likelihood before the event.

While a disruption will highly likely persist for only a few minutes, a video of how attendees, employees, and executives respond can shape reputation for days.

Method

Skills and Methods

  1. 01

    Define

    What does the organisation actually need to know?

  2. 02

    Collect

    Gather relevant public-source, event and business information.

  3. 03

    Connect

    Identify changes, relationships, patterns and gaps.

  4. 04

    Test

    Consider alternative explanations rather than immediately accepting the most alarming one.

  5. 05

    Assess

    Separate likelihood, consequence, uncertainty and escalation indicators.

  6. 06

    Brief

    Explain what happened, why it matters and what should happen next.

Excel / Python / data visualisation / structured evidence registers / OSINT workflow concepts / event intelligence / risk scoring / Analysis of Competing Hypotheses / probability language / MLCOA / MDCOA / executive briefing / Power BI-ready data structures

Sources

References and Professional Context

Real-world references provide context for the industry assessment only. They are not evidence about the fictional Crestwell Leadership Forum, PATAi or AHR.

  1. [1] Reuters, 5 April 2025: Microsoft AI CEO's remarks interrupted by pro-Palestinian protester
  2. [2] Associated Press, 22 May 2025: Microsoft fires employee who interrupted CEO's speech to protest AI tech for Israeli military
  3. [3] PA / The Independent, 7 May 2026: Barclays shareholder meeting targeted by Palestine and climate activists
  4. [4] UK Parliament, Hansard, 28 April 2025: Westminster Hall debate on dogs and other animals in scientific and regulatory procedures
  5. [5] UK Parliament, 17 July 2025: Written answer on MBR Acres and UK preclinical research infrastructure
  6. [6] Reuters, 19 September 2026: US fashion council CEO Kolb resigns after clash with runway show protesters
  7. [7] NPSA, Guidance: Protection at Major Events
  8. [8] ProtectUK, Guidance: Personal security: demonstrations

Real-world references provide context for the industry assessment only. The Crestwell Leadership Forum, PATAi, AHR, accounts, event incidents, scores and outcomes are synthetic. The case does not allege wrongdoing or violent intent by any real activist group, organisation or individual.

The figures are overlapping analytical indicators within one fictional dataset, not additive totals. The 19 September fashion report is later context, not information available during the 16–17 September event.