The library

cost-breakdown · Weekly or monthly cost review when you want to understand spending by model and identify high-cost sessions for optimization.

productivity-score · Monthly review of system health and team performance when you want a single 0-100 number with component breakdown and trend comparison.

ab-test-analysis · Data-driven product decisions when A/B test results need validation against statistical rigor and guardrail constraints before shipping.

sprint-plan · Realistic sprint planning when capacity constraints are tight and dependency clarity matters to avoid mid-sprint surprises.

seo-dataforseo · Live SERP and backlink analysis at scale when DataForSEO's speed and credit-efficiency outweigh free tools for high-volume keyword/competitor research.

seo-images · Image-heavy sites (ecommerce, publishing) where alt text + file size optimization unlock Core Web Vitals and AI-search citation readiness together.

seo-page · Diagnosing why a specific page underperforms in search, with clear, prioritized fixes.

skill · Technical founders building on Solana who want to build personal credibility before demo day or launch without sounding like a pitch deck.

seo-ops · Content teams needing quick-win keyword discovery from GSC + competitor benchmarking without expensive tools

marketing-swarm · Product or marketing manager coordinating multi-function campaign launch with explicit task ownership and blocking dependencies — prevents communication gaps and ensures all channels launch in sync.

legal-compare · Contract or policy negotiation review when you need to understand tradeoff landscape.

legal-terms · Legal literacy for non-lawyers when you need quick term definitions before due diligence.

crash-analytics · Mobile teams seeing >0.5% crash rate affecting App Store ranking and retention who need impact-based triage not frequency ranking.

anysite-audience-analysis · Creators or community managers optimizing targeting, content mix, or influencer partnerships based on audience composition.

finance · Complex multi-phase orchestration where deterministic ordering and structured outputs are critical.

cold-outreach · Founder-stage outbound sales where research-backed specificity and personalization are the only way to break through inbox noise.

niche-signal-discovery · Product teams or GTM founders discovering underserved micro-niches with clear intent signals.

sop-helper · Repeatable processes Shaw executes regularly—when you extract the core procedure (not transcribe conversation) and save it as a tight reference checklist.

case-study · When co-creating case study narratives for sales (win clients), internal showcase, investor proof, or portfolio work with brand-consistent output.

landing-page-optimization · Converting cold traffic to leads when you have proof but need a system to structure all 11 conversion elements.

marketing-advantages · Positioning when you need to choose 1-2 defensible advantages to own vs trying to win on 10 features.

seo-audit · When you need a comprehensive technical audit before a site relaunch or troubleshooting a traffic drop.

candidate-brief · Calibrating a candidate 30 seconds before an interview without opening 5 tabs of Ashby, Gmail, and notes.

seo-strategist · When building a content calendar backed by keyword research where you need traffic potential × winnability ranked, not just keyword lists.

campaign-launch-qa · Enterprise marketing teams launching regulated/complex multi-channel campaigns who need 70/30 AI+human QA checklist before live.

agentcash-onboarding · Onboarding payment partners at scale with automated verification and API key issuance.

competitor-monitoring · Early-stage founders tracking 3-7 competitors weekly, where rapid signal detection enables tactical response to pricing changes, feature parity threats, and hiring signals.

accounting · Solopreneurs avoiding accountant fees via clean DIY bookkeeping.

afrexai-compliance-audit · Pre-audit gap analysis without hiring consultant.

blog-to-thread · Founder-led brands with regular blog output who want to multiply reach and drive readers back to full pieces via X without manual repurposing.

prospect-social-audit · Sales teams enriching prospect CRM records with social activity data to identify warm leads and best engagement channels before outreach.

content-marketing · High-growth tech companies executing inbound pipeline generation at scale, delegating content strategy and execution while maintaining control of campaign themes and buyer-stage targeting.

bdr-enablement-generator · B2B SaaS teams with ABM programs (Tier 1/2) who need research-grounded sequences differentiated by persona and account tier, not spray.

baoyu-article-illustrator · Scaling visual content production for long-form articles where automatic position-detection saves editorial review cycles.

design-sprint · When you have one critical business question, a committed team, and 5 uninterrupted days — not for iterative continuous product development or remote teams without synchronous time.

hr-onboarding · Structured employee onboarding where a visual, milestone-based plan accelerates clarity on expectations and first-week activities.

seo-flow · Strategic SEO planning where 41 evidence-backed prompts (not improvised queries) drive structured, replicable analysis across keywords, content, and conversions.

edit-article · Writers and editors who want rapid paragraph-level clarity improvements while preserving the article structure and information flow.

ai-product-canvas · Pre-build rigor check for any AI feature; prevents building technically impressive but commercially useless models; required for user-facing AI with safety implications.

design-handoff-brief · Kick-off conversation before designers open Figma; prevents rework by grounding design in user context, success criteria, and constraints upfront.

experiment-designer · Any decision backed by A/B test; forces pre-commitment to success criteria, prevents peeking and goalpost movement, separates statistical from practical significance.

retro-analysis · Teams that need to stop debating what happened in retros and focus on solutions grounded in sprint data.

publish-x-article · Creators publishing long-form content to X Articles without losing formatting or manually rebuilding the article in the UI.

campaign-analytics · Demand-gen and growth teams running multi-channel campaigns who need deterministic attribution without external API dependencies.

legal-missing · Startups avoiding legal surprises via proactive doc planning.

brand-voice-audit · Organizations with distributed writing (multiple authors/channels) who need systematic gap identification before rewrite, not single-document review.

landing-page-copy · B2B/B2C SaaS teams launching single-offer landing pages (not multi-asset campaigns) who need conversion-first copy structure without design cycles.

redline-sentry · Legal teams preventing costly vendor lock-in and liability surprises.

attribution-setup · Mobile teams with paid acquisition (ASA/Meta/TikTok) who need privacy-preserving attribution under iOS 14.5+ SKAdNetwork constraints.

sales-allego · Sales enablement teams needing AI-driven learning (role-play, coaching) and conversation intelligence at scale vs individual tool sprawl