Business & Operations

Translates between technical data teams and business stakeholders. Use when preparing stakeholder updates, translating technical data work for executives, shaping vague business requests into buildable specs, navigating competing priorities across data consumers, or when someone asks "how do I explain this to my VP?" or "the business team wants X but that's not how data works."

Position data teams as strategic partners, not order-takers. The organizational "why" behind doing discovery work. Use when discussing team positioning, value exchange, demand shaping, escaping the order-taker trap, or when someone asks "how do we stop being order-takers?" or "how does the data team become strategic?"

Team structure and operating rhythm for data product teams. Product squads, Shape Up 6-week cycles, handoff contracts, and role assignments by lifecycle stage. Use when organizing a data team, planning data product development cycles, defining roles and responsibilities, improving team handoffs, or when someone asks "how should we structure our data team?" or "why do we keep losing context between discovery and delivery?"

Escalate unresolvable or sensitive requests to a human agent by recording an escalation entry. Use when the user asks to speak to a human, the bot cannot answer confidently, the request involves financial, legal, or security concerns, a safety issue is detected, or the user is frustrated after repeated failures.

How to manage the user registry — creating users for new Slack/GitHub/GitLab/Linear identities, managing aliases, resolving users across platforms. Use when a new human interacts with the swarm or when user identity needs updating.

Write exec-ready stakeholder updates, decision documents, and status reports. Adapts tone and detail level for different audiences (exec team, engineering, cross-functional). Structured for fast decision-making.

Structured product strategy framework for AI product roles. Covers: market entry, competitive positioning, build-vs-buy, long-term vision.

Structured product sense/design framework for AI product roles. Covers: design a product, improve X, productize a capability.

Score and rank features or initiatives using RICE, ICE, weighted scoring, or custom frameworks. Generates a prioritized backlog with clear rationale. Use for: sprint planning, roadmap decisions, feature trade-offs.

Structured behavioral PM framework for AI product roles. Covers: leadership stories, conflict resolution, stakeholder management.

Structured analytical and metrics framework for AI product roles. Covers: metrics, goal-setting, root-cause analysis, trade-offs, A/B tests.

Real-time competitive analysis of the AI market. Covers foundation models, products, pricing, moats, and strategic positioning across major AI labs and emerging players.

File your Delaware annual franchise tax and annual report. Guides you through tax calculation (Authorized Shares and Assumed Par Value Capital methods), the eCorp portal filing process, and payment. For Delaware C-Corps (March 1 deadline) and LLCs/LPs/GPs (June 1 deadline). Use when user says "Delaware franchise tax," "annual report Delaware," "file franchise tax," or "eCorp portal."

Evaluate startups using the 24-step disciplined entrepreneurship framework. Use when assessing a startup idea, conducting due diligence, or analyzing a business model.

Operate execution flow — triage tasks, manage priorities, keep progress structured. Use when the user needs backlog control, task planning, or workflow coordination across projects.

Execute a daily knowledge compound closed loop — 7 Key Results from input to feedback with scoring. Use when the user wants to do a daily review, plan their day, or run a knowledge workflow.

Monitor sales pipeline, track deals, send follow-up reminders, and forecast revenue

Research attendees, prepare talking points, and summarize previous interactions before meetings

Triage inbox, flag urgent emails, summarize threads, and draft replies

Generate a morning business briefing with weather, calendar, news, and task priorities

Triage incoming support tickets, draft responses, detect customer sentiment, suggest knowledge base articles, and track resolution metrics

Product management for MEAN stack apps. Use when writing PRDs, defining features, acceptance criteria, or reviewing deliverables for MongoDB + Express + React + Node.js projects.

Describe your product and target customer, get a pricing strategy with three tiers and rationale.

Describe your product or project and get three actionable growth ideas tailored to your stage.