Role bundles
Role bundles help an agent work within a profession-specific evidence model, vocabulary, and review boundary. Use them when the task needs more than a generic prompt: the agent should know which inputs to request, which claims require support, and what a reviewable output looks like for that role.
Choose deliberately
Useful starting points
Curated collection
Selected for clear visitor intent, practical coverage, and useful onward discovery. Review each bundle’s evidence, limitations, and approval boundaries before relying on it.
roles
Role knowledge for using GA4 and BigQuery export data to answer analytics questions, diagnose conversion changes, and produce decision-ready analysis.
Solves: diagnose conversion drops; plan GA4 BigQuery analysis
Role knowledge for source-scoped SEO audits, search performance diagnosis, content optimization briefs, and technical SEO recommendations.
Solves: Draft SEO audits without inventing tool access, rankings, or crawl findings.; Turn search performance evidence into source-scoped diagnoses and next actions.
Source-aware role bundle for measurement planning, implementation review, web-data reconciliation, KPI analysis, and decision-ready analytics briefs.
Solves: Plan analytics without pretending to access an account.; Reconcile conflicting web metrics and definitions.
Source-aware role bundle for business-question framing, metric definition, data reconciliation, trend analysis, dashboard review, and decision-ready BI briefs.
Solves: Prepare business intelligence analysis and reconciliation brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
roles
Source-aware role bundle for product-growth opportunity analysis, experiment prioritization, instrumentation review, rollout planning, and decision-ready product briefs.
Solves: Prepare product growth experiment and rollout brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
roles
Source-aware role bundle for AI and ML product discovery, requirements, evaluation, risk, and rollout planning, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a AI product decision brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
Source-aware role bundle for product positioning, messaging, launches, market and competitive evidence, sales enablement, and decision-ready go-to-market briefs.
Solves: Prepare a product marketing decision brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
Source-aware role bundle for demand strategy, campaign planning, funnel-evidence review, nurture design, and budget-owner-ready recommendations.
Solves: Plan demand programs without invented funnel performance.; Separate campaign hypotheses from measured results.
Source-aware role bundle for customer-support and experience measurement, reconciliation, and recommendation, evidence reconciliation, reviewable decisions, and controlled consequential actions.
Solves: Prepare a customer experience analysis brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
roles
Source-aware role bundle for demand, supply, inventory, supplier, transport, and service analysis with decision-ready scenario and exception briefs.
Solves: Prepare supply-chain scenario and exception brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
Source-aware role bundle for site reliability engineering, evidence reconciliation, reviewable recommendations, and controlled consequential actions.
Solves: Prepare a service reliability brief without fabricating local facts.; Separate verified, provided, assumed, and missing evidence.
Role bundle for security strategy, risk governance, board reporting, incident readiness, control prioritization, and compliance-facing security evidence.
Solves: Route Chief Information Security Officer (CISO) work to the right source category and evidence set.; Separate verified source facts, user-provided facts, assumptions, and missing evidence.
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