Lead Facilitator Briefing#

Purpose and Exercise Hypotheses#

Project Threshold is a strategic stress-test designed to surface near-term (2026-2030) economic implications of different AI adoption timelines and capability types. The exercise is not a prediction; it is a structured scenario exploration that forces decision-makers to grapple with real trade-offs, uncertainty, and strategic consequences.

Core Hypotheses Being Tested:

1. Industry divergence is inevitable. AI benefits will accrue unevenly across the eleven industries based on technical feasibility, regulatory tolerance, and business model fit. Finance, Consulting, Big Tech, and SaaS will move faster than Healthcare Provider, Manufacturing, and Law.

2. Market concentration may accelerate. Large, well-capitalized players with data, talent, and capital will capture disproportionate value from AI. Mid-market players face strategic risk if they cannot execute speed-to-market.

3. Labor displacement is structural, not cyclical. Unlike previous technology cycles where displaced workers could transition to new roles over a decade, AI displacement is occurring faster (1-3 years) and in roles that do not have obvious retraining paths. Junior roles in Consulting, Law, and Finance are particularly exposed.

4. Regulatory bifurcation is likely. Policy will not be uniform. Some jurisdictions will embrace aggressive AI deployment; others will impose strict safeguards. Firms must operate across this patchwork. Law faces unique complexity with 50+ state bar jurisdictions.

5. Plausible catastrophic tail risks exist. A major incident (AI system causing patient harm, financial system manipulation, or market disruption) could trigger severe regulatory backlash and broader market disruption.

6. Organizational execution matters more than technology. Firms that combine AI deployment with disciplined change management, workforce transition planning, and customer communication will succeed. Those that treat AI as a "tool drop" will underperform.

7. Professional services business models face existential pressure. Consulting and Law face unique disruption: AI compresses the work that junior talent performs, undermining the leverage model that drives profitability. Pricing models (billable hours, per-consultant fees) are under direct threat.

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What Makes a Good V7.5 Facilitator?#

Tone and Energy#

High-Energy Engagement Without Hype: Maintain enthusiasm for the scenario while signaling that this is serious strategic work. Avoid breathless "AI will change everything" language; instead emphasize "AI will force hard choices."

Intellectual Humility: You are not predicting the future. You are exploring one plausible future. When participants challenge assumptions, acknowledge the validity. Say: "That's a fair point. Regulation could move slower than we've modeled, which would shift outcomes. That's exactly the kind of assumption we should examine."

Authentic Interest in Participant Reasoning: When a participant presents a decision, ask follow-up questions that probe their logic. "Why did you choose aggressive automation over gradual deployment?" Listen to their reasoning. Score accordingly, but also show that you understand the tension.

Controlled Urgency: Participants should feel time pressure, but not panic. Create artificial urgency through inject timing and decision deadlines, but don't make it feel arbitrary. Say: "You have 12 minutes to decide. The market is moving fast in this scenario. What's your call?"

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Decision-Making Style#

Principle-Based, Not Arbitrary: Your role is to adjudicate based on transparent criteria (Strategic Fit, Execution Risk, Tail Risk). Explain your scoring publicly so participants understand the logic. If a participant challenges a score, acknowledge the challenge and explain your reasoning.

Firm but Fair on Plausibility: Some participants will propose ideas that are technologically implausible or organizationally infeasible. Your job is to enforce the bounds of the scenario without being pedantic. If a participant says "We will deploy fully autonomous systems with zero human oversight in 6 months," push back: "Regulators require human oversight. That's non-negotiable in this scenario. But you could deploy a system where AI makes 80% of routine decisions autonomously and flags exceptions for human review. That's plausible." Don't shut down creativity; redirect it.

Transparency on Tradeoffs: When adjudicating, make clear that every decision involves tradeoffs. Aggressive AI deployment = speed and efficiency, but also labor risk and regulatory risk. Defensive moves = safety, but also competitive disadvantage. Help participants see the tradeoff matrix, even if they choose poorly.

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Common Facilitator Mistakes to Avoid#

1. Over-Explaining

• Mistake: Spending 10 minutes explaining round setup when 3 minutes suffices.
• Fix: Read the situation scenario aloud concisely. Trust the materials. If participants have questions, answer them, but don't pre-answer every possible question.

2. Participants Don't Fully Engage

• Mistake: An industry representative doesn't think critically about their own position. Decisions feel flat or defaulted.
• Fix: Ask probing questions one-on-one during processing time. "What assumption would need to be true for your industry to move faster?" Draw out genuine thinking.

3. Not Enforcing Time Discipline

• Mistake: Industry representatives get 15 minutes to decide, but you don't stop them at 15 minutes. Exercises run long and lose impact.
• Fix: Use a visible timer. Announce "2 minutes remaining" at 13 minutes. Call time at 15 minutes. Say: "Pens down. What's your decision?" If they're still deliberating, say: "You have 60 seconds to decide: aggressive or conservative?" Force a choice.

4. Being Too Lenient on Implausible Strategies

• Mistake: A participant proposes something that violates the scenario bounds, and you allow it because "it's interesting."
• Fix: Maintain scenario boundaries. If a participant proposes AGI-level capabilities in 2026, say: "That's outside our scenario. We're modeling incremental AI progress, not discontinuous breakthroughs. What's a plausible version of your strategy?"

5. Not Creating Urgency

• Mistake: Participants feel they have unlimited time to think. Discussions become academic and lose energy.
• Fix: Announce timing upfront. Use injects to force decisions. Say: "Markets are moving. Your competitor just announced a major move. Do you respond or stick with your plan? You have 5 minutes to decide."

6. Treating Debrief as Afterthought

• Mistake: Rushing through the final debrief because time is running out.
• Fix: Protect debrief time. The debrief is where participants make sense of what they learned. Allocate 60 minutes minimum (non-negotiable). Ask: "What surprised you?" "What assumptions did we test?" "What policy questions remain unresolved?"

7. Not Managing Cross-Industry Discussion with Larger Groups

• Mistake: With 11 industry participants, discussion becomes unwieldy or dominated by 2–3 voices.
• Fix: Use structured facilitation. Call on specific industries: "Healthcare Provider, how does Finance's decision affect you?" Rotate who speaks first each round. Use the "popcorn" method — each participant responds briefly, then deeper discussion follows.

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Industry Selection Facilitation (When Running Fewer Than 11)#

When participant count is below 11, the facilitator must select which industries are in play. Guidance:

5 participants (minimum viable): Select one industry per industry cluster to maximize cross-industry diversity:

• Retail, Healthcare Provider, Finance, Manufacturing, Big Tech

7 participants: Add Consulting and SaaS for professional services and software depth. These two industries create rich cross-industry dynamics (Consulting advises all others; SaaS sells to all others).

9 participants: Add CPG, Healthcare Payer, and Logistics for broader coverage and intra-group tension (Provider vs. Payer, Retail vs. CPG).

11 participants: Full roster. Maximum cross-industry richness.

Collective Bonus scales naturally: The Collective Bonus is available every round regardless of participant count. With 5 participants, consensus is easier to reach; with 11, agreement among 3+ participants is more common and multiple industries may be nominated.

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When to Increase Pressure vs. Give Breathing Room#

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The Practice Walkthrough (Dinner, Night Before)#

V7.5 runs a ~60-min practice walkthrough at dinner the night before the main session. This replaces the in-session 10-min micro-round used in earlier versions. Partial attendance is OK — anyone who misses gets a 15-min orientation in the morning opening.

Practice walkthrough structure:

• Welcome + intros (~10 min)
• Rules drill (~15 min): walk through worksheet, 5 archetypes, bands, round flow, scoring
• Mini practice round (~30 min): single non-scored round on one industry; demonstrate cluster huddle, peer ranking, facilitator scoring
• Q&A (~15 min)

Facilitator Guidance:

• Keep tone relaxed; no real scores carry over
• Demonstrate the peer ranking publicly with the mini-round so participants see how Success/Impact/Aggressiveness work in practice
• Walk through 1–2 example scorings out loud (Strategic Fit + Execution Risk + where peer ranking lands)
• Use the time to correct misunderstandings about archetype mandatory selection, no-dollar-figures rule, lock-on-submission discipline
• Tell participants explicitly: "Tomorrow morning we run R1 cold at 8:15. Don't memorize, just trust the structure."

See 01_Practice_Round_Walkthrough.md for the full scripted walkthrough.

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Running Peer Ranking (Every Round, R1–R4)#

Every round, after all decisions are read aloud, you run structured peer ranking. This replaces the former Collective Bonus mechanic (which was binary, opt-in, and easily skipped). Peer ranking is participatory, structured, and reaches every decision every round.

Peer Ranking Mechanics:

1. Read decisions aloud (already happened in step 7 of round flow). Each participant has read their locked decision out loud.

2. Private rankings on Success and Impact (~3 min). Each participant privately writes rankings (1 = best, N = worst) on two axes: Most likely to succeed, Greatest impact. Cannot rank their own industry's decision(s).

3. Public poll on Aggressiveness (~2 min). You ask the table: "Which decision feels most aggressive to you?" Show of hands or quick verbal poll. Tally on flip chart. Aggressiveness is read-only — drives discussion, not score.

4. Aggregate rankings (~1 min, parallel with discussion start). Sum rankings across participants. Top of group on Success = +1, bottom = -1. Same for Impact.

5. Open discussion of rankings (~10 min). This is the engine of learning. Ask: "Why is this ranked top on Success? Why bottom? What did peers see that the facilitator score didn't?" Push: "Three of you flagged Manufacturing's decision as most aggressive — what specifically signaled that?"

6. Score impact: Top of Success +1; bottom -1; all middle 0. Same for Impact. Aggressiveness is read-only commentary. Apply when you finalize the round score.

Use peer ranking to create cascades:

• Industries ranked at the bottom on Success often pivot strategy in the next round; call this out in outcome narration.
• High Aggressiveness scores that don't translate into top-Success rankings tell a story: "You went bold but peers didn't believe you'd execute. That's a signal."

Debrief peer ranking patterns: In final debrief, ask: "Did the group's collective judgment track with the facilitator scoring, or diverge? Where did peers see things the facilitator missed? Where did facilitator scoring catch something peers didn't?"

Running Facilitator Market Shock (Round 2 Only)#

In Round 2, the facilitator imposes a Market Shock — selecting 2-3 industries and imposing one constraint each from the standard constraint menu. This replaces the former IC Constraint Imposition action.

Facilitator Responsibilities:

1. Select 2-3 target industries. Choose based on Round 1 outcomes, strategic positioning, or to create interesting cross-industry dynamics. Any industry can be hit.

2. Impose one constraint per target industry from the standard constraint menu: Regulatory Halt, Labor Cost Surge, Capital Tightening, Reputational Pressure, Competitive Response, Litigation Risk.

3. Announce publicly. Read the constraints aloud: "Market Shock: Finance faces Capital Tightening. Healthcare Provider faces Regulatory Halt. Consulting faces Competitive Response." Allow ~3 minutes for this action.

4. Create cascades. Market Shock constraints force strategy pivots and create cross-industry ripple effects. Call these out: "Finance just got hit with Capital Tightening. Consulting, does that affect your clients' advisory budgets? SaaS, does reduced financial sector spending hit your pipeline?"

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Private Cards (Rounds 1-3 Only)#

In V7.5, private cards are distributed only in Rounds 1-3 from the separate Private Cards folder. Round 4 has no private information.

Facilitator Guidance:

1. Protect information: When distributing a private card to a Retail participant, ensure it's not visible to other industries. Read it aloud (so facilitator can control framing) or hand directly to participant.

2. Timing matters: Distribute private cards during inject processing time, not during decision preparation. This gives participants time to absorb before deciding.

3. Selective revelation: If a private card is shared across multiple industries, coordinate revelation timing. Example: "Finance gets this market data card 2 minutes before Consulting does, so Finance has a brief information advantage."

4. Round 4 transparency: Remind participants in Round 4 that there are no private cards. All information is shared. This creates a different dynamic: participants are operating on equal information.

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Simplified Staffing Model (1 Facilitator + 1 Helper)#

V7.5 is optimized for minimal staffing: 1 lead facilitator + 1 support person (note-taker or tech support). Minimum viable exercise: 5 industry representatives + 1 facilitator + 1 helper = 7 people.

Scaling Note: With 11 industry participants, consider adding a second scorer to handle the increased decision volume within the scoring block.

Responsibility Split:

Lead Facilitator:

• Stands at podium or control station
• Reads situation updates and injects aloud
• Manages timer visibly
• Adjudicates decisions in real-time
• Conducts Collective Bonus during cross-industry discussion (all rounds)
• Executes Facilitator Market Shock (Round 2)
• Leads debrief
• Maintains energy and urgency

Support Person:

• Manages tech (projector, timer display, backup materials)
• Takes notes on key decisions and industry dynamics
• Distributes private cards (from Private Cards) and materials
• Handles contingencies (projector fails, missing worksheet, etc.)
• Posts scores on display board

Time-Saving Tips:

• Pre-print all materials (no improvisation)
• Have backup copies of everything
• Use a simple scoring sheet (not complex digital system)
• Minimize breakout consultations (only if industry representative is stuck)

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Pre-Exercise Setup Checklist#

Logistics & Tech (1 week before)

• Confirm room booking and layout (5–11 industry positions, round-table or seminar seating, central projection, breakout areas)
• Confirm which industries are in play; prepare only those materials
• Test projector, timer display, WiFi
• Print all industry cards, decision worksheets, scoring sheets, scenario packets (minimum 20% extra copies)
• Print private cards from Private Cards for selected industries only
• Arrange for backup power, backup projector, backup materials
• Set up timer display (visible to all participants)

Participant Prep (1 week before)

• Distribute pre-exercise diagnostic survey (optional but recommended)
• Send primer document: "Project Threshold Overview & Your Industry"
• Distribute industry-specific AI Adoption Arc from AI Adoption Arcs
• Request pre-reading: Facilitator briefing overview and relevant industry background
• Confirm attendance and accessibility needs

Materials Distribution (Day of exercise, 30 min before start)

• At each position: 1 set of industry cards
• At each position: Decision worksheets and scoring reference
• At each position: Pens, notepads, scenario packets
• Central projection: Round situation cards, inject deck
• Facilitator station: Master copy of all materials, injections, scoring rubrics

Facilitator Prep (Day of exercise, 1 hour before)

• Review participant list and industry assignments
• Confirm timing for practice round and Rounds 1-4
• Pre-read all injects for practice round and Round 1
• Test all tech (projector, timer, WiFi, audio)
• Prepare scorecard to track industry scores across rounds
• Identify which injects to use (tailor to emphasis)

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5-Hour Main Session Format (V7.5)#

Target Audience: Mixed BCG seniors + client C-suite executives

Structure: Dinner practice walkthrough night before + 5-hour main session (8:00 AM – 1:00 PM). Four scored rounds + flexible debrief. R4 contingency at 11:25 break.

Block-by-Block Timeline

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Debrief Facilitation (12:30–1:00, ~30 min default, flex 15–60)#

After Round 4 (or contingency block), you have ~30 minutes for debrief by default — flexible up to 60 if R4 was the discussion-only contingency. This is where learning consolidates.

Debrief Structure (default 30 min):

Individual Reflections (10–15 min): Each industry representative shares brief highlights. With 5 participants, allow 2 min each. With 11 participants, keep to 1 min each. Prompts: What surprised me? What did peer ranking reveal that I didn't see myself? What would I do differently?

Cross-Industry Dynamics (10–15 min): Facilitator-led discussion of inter-industry dependencies and spillovers discovered during the exercise. Push on tensions and patterns. Reference peer ranking signals: "Three of you flagged Big Tech as most aggressive across rounds — what was the pattern?"

No-Regrets Actions & Takeaways (5–10 min): Consolidate actions that make sense regardless of scenario. Each rep states one key takeaway.

If R4 was contingency (extended debrief 50–60 min): Open with 10–15 min "Normalization" reflection — "Given everything that happened across R1–R3, what does the new normal look like for your industry?" Then proceed with the standard structure above, expanded to fill the time.

Debrief Questions (Use as needed):

Debrief Facilitation Moves:

• Call on all industries: Ensure each industry voice is heard. Don't let one participant dominate. With 11 participants, be disciplined about time.
• Push on tensions: "You chose aggressive automation. Why didn't you invest more in workforce transition?"
• Highlight divergence: "Retail chose aggressive automation. Law chose defensive positioning. Manufacturing went hybrid. That's realistic market divergence based on industry characteristics."
• Probe cross-industry dynamics: "Consulting, your pricing pressure directly affects Finance's advisory budget. Did you two discuss that? Finance, did you factor in how Consulting's AI-augmented delivery changes your cost structure?"
• Note real-world parallels: "In real strategy work, you're facing these same tradeoffs. How will you handle it in your actual organization?"

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Common Facilitation Scenarios & Facilitator Moves#

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Two-Layer Scoring Framework (V7.5)#

Each submitted decision is scored in two layers: Facilitator (Strategic Fit + Execution Risk) + Peer Ranking (Most likely to succeed + Greatest impact + Most aggressive).

Layer 1 — Facilitator Bands:

1. Strategic Fit (-2 / 0 / +2): Does this decision align with the participant's industry position, the macro scenario, and the chosen Strategic Archetype? Are the stated bands realistic and well-reasoned?
2. Execution Risk (-2 / 0 / +2): Can this actually be executed given the band combination (Spend, Time, Complexity, Dependency, Scale)? Are risks and mitigations credible?

Red-Flag Triggers (unlock ±3 on Strategic Fit or Execution Risk):

• Timeline misalignment (Global + 0–3mo + no pilot)
• Overcommitted complexity (Transformational + Very High + Ecosystem + <12mo)
• Industry-specific constraint violations (Healthcare AI + no FDA plan; Law AI + no attorney review; Finance + no fair-lending plan; Consulting + no client confidentiality plan)
• Unhedged catastrophe risk (Autonomous + no rollback; >30% headcount cut + no severance)
• Existential bet (Existential + 2+yr + Very High + Ecosystem)
• Archetype mismatch in Crisis condition (auto -2 Strategic Fit)

V7.5 change: Tail Risk dimension removed. Catastrophic-risk concerns are now handled via red-flag triggers + peer ranking signals. Industry-specific risk content in Scoring Baselines is preserved as informational context.

Layer 2 — Peer Ranking:

• Most likely to succeed: Top of group +1, bottom -1, all middle 0
• Greatest impact: Top of group +1, bottom -1, all middle 0
• Most aggressive: Read-only — drives discussion, no score impact

Round total range: -6 to +6 (Strat Fit ±2 + Exec Risk ±2 + Peer Success ±1 + Peer Impact ±1).

How to Score & Communicate:

When you finalize a decision's score, tell the participant explicitly:

• "Your Retail decision: Strategic Fit +2 (Process Reinvention archetype is well-chosen; addresses margin defense vs. Amazon directly). Execution Risk +1 (Material + 3–12mo + Medium + Vendor + Regional checks out)."
• "Peer ranking: top of Success (+1), middle on Impact (0). Most aggressive: not flagged."
• "Round total: +4/6. Running cumulative: [X]."

This transparency builds trust and reinforces the framework.

Scoring Time Management: With 5–11 decisions per round, you score Strategic Fit + Execution Risk in parallel with the peer ranking discussion (step 9 of round flow). Aim for ~60–90 sec per decision during scoring. Use the Quick Reference Card (Quick Reference Card) and the band translation table.

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Document Version: Project Threshold V7.5 — Lead Facilitator Briefing Last Updated: April 2026 Format: Dinner practice walkthrough + 5-hour main session (8:00 AM – 1:00 PM), 11 industries (5–11 participants) + 1–2 facilitators, individual participant model with cluster huddles, Strategic Archetypes (5 mandatory) + Peer Ranking (every round) + Facilitator Market Shock (R2)