Skill rating

Plan the migration of an LLM feature from one model to another without breaking production. Use when a model is being deprecated, a newer model looks better or cheaper, or when asked how to upgrade mo

Write a client case study that sells future work — challenge, approach, results. Use when asked to write a case study, a client success story, a project write-up, or a portfolio case for consulting/ag

Rewrite jargon-dense text into plain language without losing precision — the translation pass that keeps every fact and qualifier, the jargon triage (terms to replace, terms to keep-and-define), and t

Define a metric in a semantic layer so it means one thing everywhere. Use when asked to define a metric, build a semantic layer / metrics layer entry, stop 'revenue means three things' problems, or wr

Decode an insurance claim denial letter — what the cited reason actually means, whether it's commonly overturnable, and the appeal letter that answers it point by point. Use when someone asks 'my insu

Decode an itemized medical bill or EOB into plain English and find the charges worth disputing. Use when someone asks 'why is my medical bill so high', 'decode my hospital bill', 'what is this EOB say

Decode a veterinary treatment estimate — what each line is for, which items are core vs precautionary, and how to have the options conversation nobody offers you. Use when someone asks 'is this vet es

Build a go-to-market plan for any product launch, feature release, or new market entry. Use when planning a product launch, writing a GTM strategy, defining launch tiers, or coordinating cross-functio

Plan the communications for deprecating a product, API, endpoint, or feature that customers depend on. Use when winding down or sunsetting something, planning a breaking change, or migrating customers

Plan an e-commerce category / collection page that ranks and merchandises well. Use when asked to design a category page, a PLP (product listing page), a collection page, or to improve category SEO an

Write a product description / listing that sells and ranks. Use when asked to write a product description, e-commerce listing copy, a product page, or to rewrite a flat product blurb. Produces benefit

Write a test strategy document from a feature spec, PRD, or system description. Use when asked to create a test plan, write a test strategy, define QA approach, or plan testing for a feature or releas

Turn the household unwritten rules into a short charter everyone actually agreed to — screens, chores, money, guests, quiet — drafted together, with consequences decided in advance and an amendment pr

Turn field returns into a structured failure-analysis report — RMA triage taxonomy (NTF vs real failures), Pareto by verified failure mode, 8D-style containment→root-cause→corrective-action structure,

Build a translation/terminology glossary so a product's key terms render consistently everywhere. Use when asked to create a glossary, a termbase, a do-not-translate list, or to keep terminology consi

Write or translate subtitles/captions that respect reading speed and timing rules. Use when asked to write subtitles, captions, SRT/VTT content, or to translate subtitles for a video. Produces properl

Decompose work across parallel subagents properly — task slicing that avoids collisions, briefs that stand alone, and result integration that catches contradictions. Use when work can genuinely parall

Write personalized candidate outreach that gets replies. Use when asked to write a recruiter InMail, a candidate outreach email, a sourcing message, or a follow-up sequence. Produces a short, personal

Simulate the car-buying gauntlet before you walk in — the four-square worksheet, the payment-question trap, the trade-in shuffle, and the finance office's second sales floor, all run against your actu

Simulate your thesis defense before the real one — a committee of examiner archetypes probing YOUR actual thesis, the questions you hoped nobody would ask, and a debrief with preparation priorities. U

Simulate a consular visa interview — the 90-second assessment, the questions behind the questions, and a debrief on which answers helped and hurt. Use when asked prep me for my visa interview, simulat

Simulate the VC partner meeting that discusses your pitch after you leave the room — four partner archetypes debate, then write the internal verdict memo. Use when asked how will VCs discuss my pitch,

Write a financial-aid appeal or scholarship request letter that aid offices act on — factual, documented, and specific about the ask. Use when asked to appeal my financial aid, write a scholarship let

Create a content style guide / voice & tone guide so everyone writes consistently. Use when asked to write a content style guide, a voice and tone guide, editorial guidelines, or UX-writing standards.

Write a polite-but-firm payment-reminder / collections email sequence for overdue invoices. Use when asked to write a collections email, a payment reminder, a dunning sequence, or to chase an overdue

Create a professional, complete invoice for a client or customer. Use when asked to write an invoice, create a bill, draft a freelance/contractor invoice, or set up an invoice template. Produces a cle

Design statistically rigorous A/B tests and interpret experiment results. Use when asked to design an experiment, run an A/B test, calculate sample size, interpret test results, or assess whether an e

Run a quarterly loan covenant compliance review: covenant table with required vs actual vs headroom, trend and trajectory-to-breach analysis, waiver and amendment options with pricing implications, ea

Draft an honest, audit-ready ESG disclosure section in a CSRD/ESRS-flavored structure, adaptable to other frameworks. Use when asked to write a sustainability report section, draft an ESRS or CSRD dis

Prepare for and script a hard conversation — conflict, bad news, a boundary, an apology. Use when asked to prepare for a difficult conversation, address a conflict, deliver bad news, confront a collea

Study 3-5 documents the user actually shipped and distil a compact style card — so every skill writes in their voice, not the model's. Use when asked to learn my writing style, make outputs sound like

Explain a cap table, dilution, SAFEs, option pools, and round mechanics in plain English with the actual math. Use when asked to explain dilution, model a SAFE or priced round, size an option pool, un

Write a cold or warm-intro email to an investor that actually gets a reply — short, specific, traction-forward, with a clear ask. Use when asked to email an investor, write a fundraising outreach, req

Plan a full-funnel marketing strategy from awareness to retention. Use when asked to build a marketing funnel, map the customer journey to tactics, plan demand generation, or diagnose where a funnel l

Plan a paid acquisition / performance marketing program with unit economics that work. Use when asked to plan paid media, allocate an ad budget across channels, set CAC/LTV targets, or structure a cre

Write the follow-up messages that keep a candidate on the radar without being annoying. Use when asked to write a post-interview thank-you, a follow-up after no reply, a nudge on a stalled application

Secure strong references after a departure — who to ask, the ask messages, the briefing sheet that makes their reference specific, and the LinkedIn recommendation swap. Use when asked to help me get r

Draft a clear, plain-language privacy policy tailored to what a product actually collects and does with data. Use when asked to write a privacy policy, draft a data-protection notice, or create a GDPR

Appeal a parking ticket, penalty charge, or administrative fine with the grounds that actually get appeals granted — not indignation. Use when someone got a ticket/fine/penalty notice and either has a

Plan a move — across town or across a border — as a dependency-ordered project: the lease/housing chain, address-change cascade, utilities cutover, movers, and the go-bag for the gap days. Use when as

Write a standout rental application / cover letter to a landlord or letting agent. Use when asked to write a rental application, a letter to a landlord, a renter cover letter, or to strengthen an appl

Plan a new manager's first 90 days — first-time or new-to-team — as listen/decide/move phases: the 1:1 listening tour with real questions, the early-judgment traps, the quick-wins filter, and the 30/6

Simulate the acquirer's diligence team hunting for reasons to cut your price — their internal red-flags memo with a price-chip estimate per finding. Use when asked to red-team my company before a sale

Simulate a school-place appeal panel before you face the real one — the two questions the panel is actually deciding, the probe that separates grounds from feelings, the prejudice balance your case mu

Set inventory policy for an item class: segmentation, safety stock, and replenishment method. Use when asked to set safety stock levels, segment items by ABC/XYZ, choose reorder points vs min-max, def

Prepare an S&OP cycle readout that surfaces the demand-supply gaps and forces the three decisions the meeting must make. Use when asked to prep an S&OP meeting, build the executive S&OP deck, summariz

Build a standards-aligned K-12 lesson plan with clear objectives, a timed activity sequence, checks for understanding, and differentiation. Use when asked to plan a lesson, write a lesson plan, align

Put one situation in front of three professionals chosen to disagree — the lawyer, the accountant, and the therapist read the same divorce — each ruling independently, with the conflicts surfaced in a

Write empty-state content that turns a blank screen into a next step. Use when asked to write an empty state, a zero-data / first-run state, a no-results state, or onboarding placeholder content. Prod

Design an MCP server for a product — the tool surface, auth model, and safety boundaries that make it genuinely usable by AI agents. Use when asked to spec an MCP server, expose a product to agents, d