qa-aman

Run structured product thinking exercises before writing a spec. Use this skill when: - You need to think through a feature idea before writing a PRD - You want to run the 11-star experience exercise for a feature - You need a positioning statement using Geoffrey Moore's framework - You want to define product principles and success vision for a new feature - You have a raw feature idea and need to turn it into a structured brief

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Create QA test strategy documents, coverage matrices, and risk-based test prioritization plans. Use this skill whenever a QA lead or manager needs to plan what to test, why, and at what depth. Trigger on phrases like "write a test strategy", "test strategy document", "what should we test", "prioritize testing", "risk-based testing", "test coverage plan", "QA approach for this project", "coverage matrix", "test scope", "how should we approach testing this quarter", "where are our coverage gaps", or any request to define the strategic plan for testing - not the execution of it. Also trigger at project kickoff when a QA lead asks "how do we approach quality on this?"

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Run structured exploratory testing sessions using test charters, timeboxing, and heuristics. Use when user says "exploratory testing", "charter-based testing", "explore the app", "unscripted testing", "session-based testing", "find unknown bugs", or needs to test an area without predefined scripts - even if they don't explicitly say "exploratory".

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Quality gate for product specifications before stakeholder review. Use this skill when: - A spec draft is ready and you want to validate it before sending to Engineering, Design, and QA - You want to check a spec against your template's completeness rules - You need to catch vague language, missing sections, or gaps before review - You want a pass/fail scorecard with specific fix suggestions

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Synthesize sprint retrospective notes into categorized action items and patterns. Use this skill when: - You have sprint retro notes (raw text, meeting transcript, or structured notes) to process - You need to identify recurring patterns across multiple retros - You want categorized action items with owners and deadlines from retro discussions For a marketing campaign or launch retro that writes learnings to knowledge/, see retro.

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Generate weekly or monthly status updates from local PM data. Use this skill when: - It's end of week and you need a status update for leadership or stakeholders - You need a monthly executive summary - You want to draft an email update using data from meetings, tracker tickets, and decisions - The user says "weekly update", "status report", "what happened this week?", "weekly summary" - The user says "Friday update", "send status email", "EOW update" Pulls from work logs, meetings, ticket tracker, and decisions — no manual input needed.

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Design product experiments to test hypotheses. Use when the user says "run an experiment", "A/B test this", "build-measure-learn", "validate this assumption", "test this hypothesis", "we don't know if this will work", "minimum viable test", "lean experiment", or wants to reduce risk before fully building a feature - even if they don't explicitly say "experiment". For sample sizes, power calculations and significance testing, use ab-test-design instead.

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Manage QA release gates - go/no-go decisions, release sign-off reports, defect triage, and release readiness communication. Use this skill whenever a QA lead or manager needs to formally assess whether a build is ready to ship. Trigger on phrases like "release sign-off", "go or no-go", "is this ready to release", "defect triage", "release gate", "approve the release", "block the release", "release readiness", "quality gate", "sign off on this build", "triage these bugs", or any request to make or document a formal release decision. Also trigger when a release manager or PM asks "what's the QA status?" or "can we ship this?".

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Allocate testing effort based on risk and failure likelihood using Google's SET/SWE/TE model. Use when user says "risk-based testing", "where should I focus testing", "test coverage strategy", "prioritize what to test", "high risk areas", or needs to decide how to distribute QA effort across a codebase - even if they don't explicitly say "risk-based".

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Structure and run a post-interview candidate debrief. Use when the user says "run the debrief", "how do we decide on this candidate", "let's calibrate", "we need to make a hire/no-hire call", "prep the debrief meeting", or wants to structure the decision-making process after interviews are complete - even if they don't explicitly say "debrief". Also use when a recruiter wants to prevent groupthink or HiPPO effect (highest paid person's opinion) from dominating the decision.

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Write SEO-optimized long-form articles targeting specific keywords using the They Ask You Answer Big 5 framework (Marcus Sheridan). Articles are categorized by Big 5 type (Cost, Problems, Versus, Best/Reviews, How-To) and structured accordingly. The "answer first" rule applies to every article. Use when the user asks for an SEO article, blog post for ranking, "rank for keyword X", organic content, search-optimized post, pillar page, or content for organic traffic. Includes keyword targeting, search intent matching, internal linking suggestions, and meta tags. For improving an existing article, see copy-review. For deciding what to write about, see social-calendar pillars and icp-research. For repurposing it, see content-repurposer.

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Build QA quality dashboards, calculate defect metrics, analyze escape rates, and produce quality trend reports. Use this skill whenever a QA lead or manager needs to measure and communicate quality outcomes. Trigger on phrases like "quality metrics", "defect density", "escape rate", "bug trends", "quality dashboard", "sprint quality report", "test coverage metrics", "QA KPIs", "how is quality trending", "defect leakage", "production bugs this quarter", "mean time to detect", "quality scorecard", or any request to quantify, visualize, or report on the quality of a product or testing process. Also trigger when a manager asks "how is QA performing?" or an engineering lead asks "what does our defect data tell us?".

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Run and document QA test execution cycles - smoke tests, regression suites, exploratory testing sessions, and release readiness checklists. Use this skill whenever a QA engineer needs to structure or report on active testing work. Trigger on phrases like "run smoke tests", "start a regression cycle", "exploratory testing session", "test this build", "release checklist", "is this build stable", "log test results", "what passed and what failed", "document my testing", "create a test run report", or any request to execute and record test outcomes. Also trigger when someone says "we need to test before release" or "can you help me track what I've tested".

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Run product discovery to identify what to build. Use when the user says "product discovery", "how do I know what to build", "validate this idea", "talk to customers", "are we building the right thing", "discovery process", or wants to reduce the risk of building something users don't want - even if they don't say "discovery".

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Assess and improve product-market fit. Use when the user says "product-market fit", "PMF", "do we have PMF", "why aren't users retaining", "we're not growing", "users aren't sticking", "PMF pyramid", "find our target customer", "are we building for the right person", or wants to diagnose why a product isn't growing or retaining - even if they don't explicitly say "product-market fit".

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Write press releases for product launches, funding announcements, partnerships, executive hires, and milestones using the Inverted Pyramid (AP journalism) and Ogilvy on Headlines (David Ogilvy, Ogilvy on Advertising). The lede answers Who/What/When/Where/Why in 40 words or fewer. The headline selects the right audience and promises a specific benefit. Use when the user asks for a press release, media release, news announcement, PR for X, launch announcement, funding announcement, or "write a press release". Reads brand voice and positioning from knowledge/. For pitching it to a journalist, see pr-pitch-writer. For the customer story behind it, see case-study-writer.

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Design and write QA test artifacts - test cases, test plans, acceptance criteria, API test specs, and PR testability reviews. Use this skill whenever a QA engineer or SDET needs to translate requirements, user stories, or feature specs into structured test documentation. Trigger on phrases like "write test cases", "create a test plan", "define acceptance criteria", "review this PR for testability", "write API test specs", "test coverage for this feature", "what should we test", "how do we test this", or any request to structure what and how to test before execution begins. Also trigger when a developer asks "is this testable?" or a PM asks "what are the edge cases?".

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Plan a monthly content calendar across channels using the Content Marketing Matrix (Dave Chaffey, Smart Insights) - Entertain/Inspire/Educate/Convince. Every post gets a quadrant label. The monthly calendar must hit 40% Educate, 40% Inspire+Convince, 20% Entertain. Produces a week-by-week posting schedule with topics, formats, channels, and asset links. Use when the user says "content calendar", "social calendar", "plan next month's content", "what should we post", "content plan", "editorial calendar", "schedule posts for the month", or wants a structured posting plan for LinkedIn, Twitter, email, or blog. Reads brand voice, ICP, and past learnings from knowledge/. For writing the individual posts, see linkedin-post, newsletter-writer or content-writer. For the campaign this sits inside, see campaign-brief. For the end-of-month review, see retro.

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Capture learnings from a campaign, launch, sprint, or initiative using Five Whys (Taiichi Ohno, Toyota Production System) for root cause analysis and Start-Stop-Continue for action planning. Append reusable insights to knowledge/learnings.md so future runs of the OS get smarter. Use when the user asks for a retro, retrospective, post-mortem, "what did we learn", "campaign wrap-up", "lessons learned", or after a campaign or launch ends. Critical feedback loop that makes the OS compound over time. For the numbers review itself, see kpi-review. For planning the next campaign, see campaign-brief. For turning a sprint team's retro notes into action items, see retro-synthesizer.

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Write a concise feature spec for engineering handoff. Use when the user says "write a spec", "feature spec", "one-pager for eng", "spec this out", "write up this feature", "I need to hand this off to engineering", "shape this up", or wants a concise technical brief - even if they don't say "feature spec".

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Rate any product, feature, or experience on the 11-star scale (Brian Chesky's Airbnb thought experiment). Use when user says "rate this experience", "11-star", "star rating", "experience audit", "how good is this", "experience rating", "product audit", "quality assessment", or wants to evaluate product quality and identify improvement paths. Also trigger when user wants to benchmark a feature, assess where a product stands, or map out what "great" looks like - even if they don't explicitly say "11-star".

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Write multi-email nurture sequences for lead-gen, onboarding, re-engagement, sales, and lifecycle marketing using the Hook Model (Nir Eyal) to architect the sequence arc and PAS (Problem-Agitate-Solution) to structure each email body. Use when the user asks for an email sequence, drip campaign, nurture flow, onboarding emails, re-engagement campaign, "write 5 emails for X", welcome series, or any multi-step email program. Reads brand voice and ICP from knowledge/. For a single cold outreach email, see pr-pitch-writer. For the newsletter, see newsletter-writer. For testing subject lines, see ab-copy-writer.

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Turn raw customer material into evidence-backed personas and verbatim voice-of-customer language. Two modes - analyse sources the user already has (call transcripts, support tickets, survey responses, sales notes, reviews), or source new material from public places customers actually talk. Produces quoted pains, objections, and switch triggers that other skills consume, never invented ones. Use when the user says "customer research", "voice of customer", "what do our customers actually say", "we need real quotes", "analyse these call transcripts", "read our support tickets", "build a persona from data", "find what customers complain about", or when a persona is marked provisional. For structuring the finished persona into the knowledge base, see brand-context. For the JTBD persona template itself, see customer-persona.

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Build a detailed buyer persona or customer profile. Use when the user says "write a persona", "build a buyer persona", "customer persona for [product]", "who is our target customer", "ICP document", "ideal customer profile", "define our buyer", "who are we building this for", "customer profile", "audience profile", or wants to create a documented, research-backed profile of who buys the product and why. For sourcing the real research behind a persona, see customer-research. For segment and firmographic definition, see icp-research. For writing it into the knowledge base, see brand-context.

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