The library

blog-post · When you need blog content that both ranks well and actually converts readers into leads or customers.

ab-testing · Validating product hypotheses where statistical rigor and p-value confidence matter more than speed.

growth-engine · Teams running 5+ simultaneous A/B tests across channels who need automated winner detection with statistical rigor

content-repurpose · When you have strong foundational content and need to maximize reach by adapting to different consumption formats.

copywriting · When you need clear, benefit-first copy that converts and uses the customer's own language.

article-writing · Founders, operators, and thought leaders writing essays, launch posts, or newsletters where voice authenticity and specificity matter more than polish.

legal · Fast initial triage of contracts, compliance scope, and legal risk for in-house teams who then consult qualified counsel; mode detection routes to right framework without manual routing.

go-to-market-planner · Product manager orchestrating multi-function launch — produces single source of truth with messaging, timeline, success metrics, and rollback procedure, preventing coordination gaps across product/marketing/sales/support.

legal · Contract analysis and generation with parallel risk assessment and compliance checking.

seo-geo · Content strategy wanting 50%+ AI Overview/GEO coverage when brand presence on YouTube/Reddit/Wikipedia is high.

content-strategy · Building searchable and shareable content for businesses where organic is a cornerstone channel.

prospect-research · Sales reps who need to walk into calls with specific context instead of generic questions, especially for outbound first touches where showing research is the difference between credibility and cold-calling.

ink-brief · Marketing teams handing briefs to freelance or in-house writers who need the entire research and competitive analysis done upfront.

content-writer · When you need copy across multiple channels that is on-brand, audience-specific, and optimized for the format.

contract-review · When you need a sharp first read on contract risks, missing clauses, and negotiation priorities before legal review.

aes-landing-page-builder · DTC brand launching paid traffic campaign to cold audience — produces purpose-built page blueprint that drives 2%+ conversion rate on ecommerce without needing a designer to interpret wireframes.

ads-microsoft · Validating post-Google-import setup on Bing and unlocking Copilot chat placement (73% CTR lift observed)

financial-review · Orchestrating multi-phase autonomous workflows where fan-out and synthesis improve outcomes.

sales-proposal · Founders and sales leaders closing mid-market deals ($10K-$100K+) who need a professional proposal that leads with client pain, not service features, and anchors price to measurable ROI.

app-marketing-context · First step in any app marketing work; prevents all downstream ASO skills from re-asking the same context questions.

copywriting-frameworks · Copy teams needing structure when starting blank, or UX writers/PMs drafting CTAs and headlines.

cold-email · Cold outreach where warm intros are unavailable and conversion rate over volume matters.

ads-meta · Diagnosing performance loss on Meta after iOS targeting changes or when account structure needs consolidation

financial-model-review · Automate financial model review reviews with structured output and validation.

pitch-copy · Product marketer writing copy for sales funnel — produces outcome-focused copy that avoids adjectives, uses user language, and structures sections for conversion psychology (problem → solution → proof → CTA).

cold-email-outbound · New cold outreach programs needing messaging framework that creates perception curiosity (make prospect question status quo)

dashboard · Fast, design-system-compliant admin dashboards when the design tokens and layout requirements are pre-specified in DESIGN.md.

ad-creative · Performance marketer optimizing ad creative across multiple platforms — covers platform-specific specs, generates from scratch or iterates from performance data, validates copy length against platform limits.

build-dashboard · Creating executive dashboards that work completely offline with embedded data and no server dependencies.

legal-research-analyst · Legal research brief when you need current law synthesis before engaging counsel.

brand-voice · Specialized workflow for brand voice

geo-citability · When content exists but isn't getting cited by AI and you need to understand why and how to restructure passages for extractability.

ads-youtube · Optimizing YouTube Shorts ads and Demand Gen campaigns when view rate is <15% or CTR <0.5%

market-research-analysis · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

market-research · Quick market sizing and competitive positioning without agency fees.

legal-risks · Solopreneurs doing pre-legal-review risk triage.

contract-analyst · First-pass contract review before lawyer eyes it.

seo-content-writer · When you need blog or landing page content that ranks well in Google while providing genuine value to readers.

email-marketing · High-impact, single-message email campaigns where design consistency and display-font-first headlines are critical to brand voice.

social-growth-engineer · Taking a consumer app from 0 to $20K MRR in 14-60 days through coordinated multi-account volume + UGC

data-analysis · When you have structured business data and need decision-quality analysis that separates observation from interpretation.

ad-creative · Bulk generating ad copy to test multiple angles simultaneously when you have a tight campaign deadline

founder-thought-leadership · Establishing founder authority when bootstrapping fundraising or recruiting without brand budget

brand-voice-analyzer · When you need to codify how a company actually sounds so new writers can match the voice consistently.

slo-founder-check · YC-bound or venture-backed founders needing a personal health check-in and worst-case contingency plan before board meetings or fundraising.

legal-freelancer · Best for legal-freelancer tasks requiring domain expertise.

campaign-brief · Marketing teams creating a single source of truth for campaign strategy before any creative production starts.

surge-experiment · Growth PMs designing experiments where you need clarity on mechanism, sample size, and decision criteria before engineering starts building.

blog-writer · SaaS and service brands that need articles to generate signups/applications/consultations (not just traffic) and want to rank across Google, ChatGPT, Perplexity, and LinkedIn simultaneously.

icp-definition-and-validation · Pre-outreach work when spray-and-pray would burn reputation; tightens messaging for months of saved wasted effort.