Sports crisis playbooks fail when they are static PDFs. Incidents involving athletes, officials, fans, and partners demand message variants that survive legal review, cultural context, and adversarial media framing.
Dantani uses LLMs to draft structured playbook branches and to stress-test them against hostile question sets—always with human approval gates and no invented performance claims. Eagle Eye monitoring feeds live context; Sports PR owns every external word.
Injury, integrity, discrimination, operational failure, and partner-sensitive incidents each need branches that already know who approves, which channels move first, and which details stay out of holding lines.
Motivation
Waiting until a crisis to write holding statements costs hours. Pre-built branches for recurring incident classes need continuous rehearsal against realistic media pressure. Federations and clubs that rehearse only annually discover gaps under live load.
Multi-voice organisations—club, league, national federation, ministry—must stay consistent. LLMs help draft aligned variants; humans enforce hierarchy and legal constraints.
Methodology
Playbook schemas encode stakeholders, channels, and approval roles. LLMs propose draft statements and FAQ branches conditioned on jurisdiction and sport context. A red-team pass generates adversarial journalist and fan questions; another pass flags clarity issues and policy conflicts for human editors.
Stress tests are rehearsal artefacts, not scores. Dantani does not publish invented "resilience percentages." Editors see the attack questions, draft replies, and unresolved conflicts.
Live incidents attach monitoring clusters to the active branch so language stays current without free-writing under panic. Terminal, coming soon, will expose branch state to on-call tooling.
Desk workflow
- Pre-season: refresh branches, approvers, and jurisdiction notes.
- Monthly: red-team one branch with fresh adversarial questions.
- Incident open: select branch, lock channels, attach monitoring cluster IDs.
- Draft gate: legal and principal review before any send.
- Post-incident: archive variants and gaps into the next rehearsal.
Koba inside Eagle Eye dashboards helps editors compare draft variants and list unresolved red-team hits. It does not approve. It does not send.
Schemas and code
type PlaybookBranch = {
id: string;
incidentClass:
| "injury" | "integrity" | "discrimination"
| "ops_failure" | "partner_sensitive";
stakeholders: string[];
channels: string[];
approvers: string[];
holdingDraft: string;
faq: Array<{ q: string; a: string }>;
};
type StressItem = {
branchId: string;
attackQ: string;
draftReply: string;
conflicts: string[];
status: "open" | "resolved" | "accepted_risk";
};def stress_test_playbook(branch, llm):
attacks = llm.generate_adversarial_qs(branch)
replies = [llm.draft_reply(branch, q) for q in attacks]
return human_review(list(zip(attacks, replies)))
def attach_monitoring(branch_id, cluster_ids):
# Live context pointers — not auto-rewrites of approved language.
return {"branchId": branch_id, "clusters": cluster_ids}Failure modes
- PDF rot: playbooks never re-tested after staff or policy changes.
- Jurisdiction blind spots: one draft used across incompatible legal contexts.
- Over-generation: models invent facts not in the branch schema.
- Channel mismatch: social tone pasted into formal federation statements.
- Approval bypass: on-call pressure skipping legal gates.
- Fake scoring: treating red-team pass rates as production KPIs.
Examples
- Athlete wellness holding lines that stay consistent across club, league, and national federation voices.
- Integrity allegation branches that separate process statements from speculative detail.
- Fan-safety incidents requiring venue, club, and civic authority coordination.
- Partner-sensitive crises where sponsorship language must be paused without amplifying the story.
- Discrimination incidents requiring cultural review beyond a single market's default tone.
Where Dantani products fit
Sports PR owns playbooks and approvals. Monitoring attaches live clusters to open incidents. Terminal, coming soon, pages on-call with branch state. Koba inside Eagle Eye dashboards supports draft comparison—always human-gated.
Multi-voice alignment
Club, league, federation, and civic voices need parallel branches that share facts and diverge only where authority requires. LLM drafting accelerates alignment drafts; legal and principal gates remain serial. Monitoring clusters attached to an open incident keep editors honest about what the public already believes.
Rehearsal cadence beats one-off workshops. Monthly red-team passes on a single branch surface policy drift early. Dantani stores stress artefacts as questions and conflicts—not as leaderboard scores.
Takeaways
LLMs accelerate playbook rehearsal; humans still own approval. Dantani embeds that discipline so sports organisations enter incidents with tested language, not blank pages.
