Results for “growth-equation”

Growth strategy for product-led and loop-driven growth systems. Use when building growth strategy, designing growth loops, planning acquisition channels, evaluating network effects, deciding when to scale, or coordinating product, engineering, data, and marketing around growth. For SEO audits use seo-and-aeo-strategy; for page/form CRO use conversion-rate-optimization; for A/B test design use ab-test-setup.

Expert in designing and optimizing growth loops - self-reinforcing systems where the output of one cycle becomes the input for the next. Covers viral loops, content loops, paid loops, sales loops, and product loops. Knows how to identify, measure, and accelerate the specific loop mechanics that drive sustainable growth. Use when "growth loop, viral loop, content loop, flywheel, compounding growth, acquisition loop, referral loop, " mentioned.

Map growth strategies across market penetration, market development, product development, and diversification to evaluate expansion opportunities.

Diagnose which organic growth path to pursue by identifying where the growth constraint lives, using a fast triage based on the McKinsey Growth Pyramid.

Designs growth experiments, tests acquisition channels, builds viral loops, and analyzes metrics to optimize conversion funnels.

Drive systematic growth with acquisition loops, experimentation frameworks, retention systems, and product-led strategies.

Identify and design growth loops (flywheels) for sustainable traction, evaluating five proven mechanisms: viral, usage, collaboration, user-generated, and referral.

Resolves legacy references to the growth-engineer capability by routing to the modern runtime agent or plugin skill.

Design product-led growth loops, activation paths, and expansion mechanics for a software product. Use when the team needs onboarding-to-value planning, sharing or collaboration loops, retention hooks, or realistic post-launch growth motions tied to product usage.

International market expansion strategy. Market selection, entry modes, localization, regulatory compliance, and go-to-market by region. Use when expanding to new countries, evaluating international markets, planning localization, or building regional teams.

Generate an Ansoff Matrix analysis mapping growth strategies across market penetration, market development, product development, and diversification. Use when considering growth options, planning market expansion, or evaluating strategic growth paths.

Provides frameworks for international market expansion, including market selection, entry modes, localization, and go-to-market strategy.

Use to find where support can drive adoption, referral and retention without turning into a sales channel, and to measure whether it worked. Trigger for "can support drive growth", "support-led growth programme", "should agents mention other features", advocacy and referral from support, adoption nudges in support conversations, or a support team being given a revenue target.

Calculates the initial growth hormone (GH) replacement dose based on patient age for adults with proven growth hormone deficiency (GHD). Triggers include initiating GH replacement in patients with proven GHD requiring GH replacement.

Build consumer apps with validated demand, sustainable unit economics, and growth loops that compound.

Identifies and designs growth loops (flywheels) for sustainable traction — evaluating 5 loop types: Viral, Usage, Collaboration, User-Generated, and Referral. Use when designing growth mechanisms or reducing reliance on paid acquisition. Triggers on: growth loop, flywheel, viral loop, referral program, product-led growth, PLG, user acquisition, growth strategy, retention loop, compounding growth.

Route business growth prompts to the right skills. Use when prompts mention fundraising, investors, market research, campaigns, SEO, lead intelligence, social graph ranking, connection optimization, sales outreach, or when the user wants an easy group invocation for growth skills.

Evaluate acquisition channels using unit economics, customer quality, and scalability to decide whether to scale, test, or kill a growth channel.

Design product-led growth strategies with self-serve funnels and expansion revenue. TRIGGERS - Use when user needs help with plg-strategy related tasks.

Drive business growth with partnerships, market expansion, deal-making, and commercial strategy.

Identify growth loops (flywheels) for sustainable traction. Evaluates 5 loop types: Viral, Usage, Collaboration, User-Generated, and Referral. Use when designing growth mechanisms, building product-led traction, or understanding how growth loops work.

Resolves legacy references to the growth-strategist capability by routing to the modern runtime equivalent.

Design product-led growth strategies with self-serve funnels and expansion revenue. TRIGGERS - Use when user needs help with plg-strategy related tasks.

Optimizing SEO (meta/OGP/JSON-LD/headings), SMO (social sharing), CRO (CTA/form/exit-intent), and GEO (AI citation optimization). Use for search ranking, conversion, or AI visibility.

Generate a comprehensive product strategy using the 9-section Product Strategy Canvas, covering vision, market segments, costs, value propositions, trade-offs, metrics, growth, capabilities, and defensibility.

Marketing leadership for scaling companies. Brand positioning, growth model design, marketing budget allocation, and marketing org design. Use when designing brand strategy, selecting growth models (PLG vs sales-led vs community-led), allocating marketing budgets, building marketing teams, or when user mentions CMO, brand strategy, growth model, CAC, LTV, channel mix, or marketing ROI.

Analyzes competitive landscapes using Porter's 5 Forces, positioning matrices, and battlecard generation to secure market position.

Calculate SaaS revenue, retention, and growth metrics to diagnose momentum, churn, expansion, or product-market-fit signals.

4 business growth agent skills and plugins for Claude Code, Codex, Gemini CLI, Cursor, OpenClaw. Customer success (health scoring, churn), sales engineer (RFP), revenue operations (pipeline, GTM), contract & proposal writer. Python tools (stdlib-only).