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Signal-based prospecting — read target companies' public websites for buying signals (ads running, incumbent agency, tech stack, hiring, stale content, missing booking) with evidence URLs, then build a cohort you can explain. Use when asked to "find buying signals", "profile these companies", "which accounts should we target", "build a target list from these domains", or "what changed at these accounts".

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Synthetic stakeholder panel — build a mixed panel of grounded personas, run independent and cross-reaction rounds against a launch, pricing change, PRD, or message, and return ranked objections and messages to test. Use when asked to "simulate how users will react", "test this launch with a synthetic panel", "focus group this", "how will people react to this pricing change", or "pressure-test this message".

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Prepare a regulatory filing, disclosure notice, or government submission. Use when asked to "prepare a regulatory filing", "handle a state registration", or "draft a government disclosure".

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Review existing analytics — find all dashboards and reports, check who uses them, whether metrics are defined, and whether they drive decisions. Recommend what to keep, kill, or add. Use when asked "are our dashboards useful", "analytics review", or "metrics audit".

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Produce a complete metrics definition doc — metric name, formula, data source, segmentation, SQL or event tracking spec, and what good/bad looks like. Given a product area, outputs the full metrics spec. Use when asked to "define KPIs", "metrics framework", "what should we measure", "north star metric", or "instrument this feature".

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Analytics and BI engineer — dashboards, metrics design, reporting pipelines, and data storytelling. Use when asked to "build a dashboard", "design a metric", "write a report", or "audit our analytics".

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Customer Success engineer — onboarding optimization, health scoring, expansion revenue, churn prevention, and NRR growth. Use when asked to "improve onboarding", "score account health", "prevent churn", or "grow NRR".

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Design a consumer-driven contract testing setup — Pact configuration and CI integration. Use when asked to "set up contract testing", "configure Pact", or "add consumer-driven contracts".

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Design or audit Kubernetes RBAC — roles, bindings, service accounts, and least-privilege model. Use when asked to "audit Kubernetes RBAC", "apply least privilege in K8s", or "review service account permissions".

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Design a motion system for a product — duration tokens, easing curves, and animation principles. Use when asked to "design a motion system", "define duration and easing tokens", or "document animation principles".

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Design a multi-cloud or cloud portability strategy — provider selection, workload placement, and lock-in management. Use when asked "should we go multi-cloud", "design for cloud portability", or "where should this workload run".

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Design and spec an analytical dashboard — define the question each chart answers, write the SQL queries, spec the layout and refresh cadence. Produces a complete dashboard spec ready to implement. Use when asked to "build a dashboard", "analytics dashboard", "BI dashboard", "weekly product health", or "visualize this data".

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Design a vulnerability management program — SLAs, asset tiers, escalation, and metrics. Use when asked to "design a patching program", "set vulnerability SLAs", or "define our patch cadence".

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Customer segmentation model builder — tiers customers by ARR, health, and expansion potential; defines CS motion per tier; maps resource allocation. Use when asked to "segment our customers", "define our CS tiers", "how should we allocate CS resources", "build a customer segmentation model", or "who gets high-touch vs. digital".

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Audit an existing Kubernetes cluster — find misconfigurations, security gaps, and resource issues. Use when asked to "audit our Kubernetes cluster", "find K8s misconfigurations", or "check cluster security gaps".

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Customer success reconnaissance — audit current onboarding completion, health signals, NRR, churn patterns, and CS motion. Use when asked to "audit our customer success", "why are customers churning", "what's our NRR", or before designing any CS playbook.

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Survey pending and required regulatory filings. Use when asked "what filings are due", "survey our regulatory filings", or "are we behind on filings".

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Write brand guidelines — logo usage, color, typography, voice, and visual principles. Use when asked to "write brand guidelines", "define logo usage rules", or "document our visual identity".

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Audit existing vulnerability management — find SLA gaps, missing tiers, and process failures. Use when asked to "audit our vulnerability management", "find patch SLA gaps", or "are we patching fast enough".

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Assess and improve cloud portability — identify lock-in, prioritize abstraction, and design migration paths. Use when asked "how locked in are we", "reduce vendor lock-in", or "plan a cloud migration".

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Design an animation spec for a component or interaction — timing, easing, and keyframes. Use when asked to "animate this component", "spec the transition", or "define easing and timing for this interaction".

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Survey existing onboarding docs and developer portal — find gaps and structural issues. Use when asked to "survey our onboarding docs", "find developer portal gaps", or "review our onboarding structure".

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Use when asked to select chart types for analytics dashboards, choose BI visualizations, or design data displays. Examples: "best chart for sales data", "dashboard visualization for metrics", "analytics chart selection"

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Use when asked to analyze a funnel, find where users drop off, diagnose low conversion or activation rates, design a metrics framework, set up OKRs, or measure whether a feature is working. Examples: "analyze our funnel", "why is activation low", "where are users dropping off", "design OKRs for this quarter", "is this feature working", "set up metrics for this launch".

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