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    SaaS Growth Economics Assistant

    1

    Audit SaaS health with a dashboard for CAC, LTV, churn, and payback modeling.

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    SaaS Growth Economics Assistant

    SaaS Growth Economics Assistant

    Example session with this skill installed

    Analyze our unit economics: MRR $50k, 200 customers, $15k monthly marketing spend, 5 new customers/mo, 80% gross margin, and 3% monthly churn. Show me the dashboard and a churn reduction scenario.

    • Read your context and instructions
    • Compiled the saas growth economics

    I have analyzed your SaaS unit economics based on a $50,000 MRR and 200 customers.

    SaaS Unit Economics Dashboard

    MetricValueStatusCalculation / Source
    ARPU$250.00Measured$50,000 / 200
    CAC$3,000.00Weak$15,000 / 5
    Gross Margin80%StrongUser Supplied
    Monthly Churn3%WatchUser Supplied
    Simple LTV$6,666.67Watch($250 * 0.80) / 0.03
    LTV:CAC2.22xWeak$6,666.67 / $3,000
    CAC Payback15.0 MonthsWatch$3,000 / ($250 * 0.80)

    Economic Analysis

    Your

    LTV:CAC of 2.22x is below the 3x industry standard for healthy scaling. The primary bottleneck is a

    high CAC ($3,000) relative to your low volume of new customers (5/mo). While your

    80% Gross Margin is strong, the

    15-month payback period puts significant pressure on cash flow.

    Scenario: 33% Churn Reduction

    If monthly churn is reduced from 3% to 2%:

    MetricBaseline (3%)Scenario (2%)Change
    LTV$6,666.67$10,000.00+50%
    LTV:CAC2.22x3.33x+50%
    Payback15.0 Months15.0 Months0%

    Note: Lowering churn significantly improves total lifetime value, but it does not fix your immediate cash flow issue. You still need 15 months of gross profit to recover the cost of acquiring a single customer.

    Next steps

    1. Review acquisition channels to identify why CAC is $3k for a $250 ARPU product.
    2. Verify if the 3% churn is concentrated in the first 90 days (onboarding) or later.
    3. Test a pricing increase to $300 ARPU to shorten the payback period to 12.5 months.

    Connects securely to your tools. The creator never sees your data.

    About this skill

    The problem

    Vague SaaS metrics mask underlying business risks. Without precise unit economics, you cannot tell if your acquisition spend is scaling a profitable engine or accelerating a cash burn.

    What it does

    • Calculates core SaaS metrics including CAC, ARPU, Gross Margin, and LTV using supplied data.
    • Flags economic weaknesses such as long payback periods or unsustainable LTV:CAC ratios.
    • Runs sensitivity analysis to identify which lever has the highest impact on your bottom line.
    • Models improvement scenarios for pricing, churn reduction, and acquisition efficiency.
    • Generates a prioritized management report with a KPI watchlist and immediate action items.

    Why this beats prompting it yourself

    General-purpose LLMs often hallucinate industry benchmarks or mix monthly and annual churn rates. This skill enforces strict formula consistency and forces transparent labeling of all assumptions, ensuring your financial modeling remains grounded in real data rather than optimistic guesses.

    Use cases

    • Audit a startup's unit economics before a fundraising round.
    • Compare profitability across different customer segments or acquisition channels.
    • Model the impact of a price increase on LTV and potential churn trade-offs.
    • Identify if high servicing costs are neutralizing your gross margin.

    Known limitations

    Requires manual data entry for revenue, costs, and customer counts. Does not integrate directly with accounting software or billing platforms.

    Requires manual data entry of business metrics. Simplified LTV models are used and should not be treated as exact cohort-based forecasts. Requires consistent time-period inputs.

    How to use

    1. 1

      Connect your agent to the Agensi MCP

      Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup

    2. 2

      Sign in to Agensi

      Your agent shows a sign-in link. Sign in and click Allow.

    3. 3

      Ask for what you need

      Your agent loads this skill and uses it on your task. It always asks before any payment.

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    What's inside

    Frequently Asked Questions

    This skill audits your SaaS unit economics by calculating LTV, CAC, and payback periods to identify if your growth is sustainable or if your acquisition spend is inefficient.

    No, this skill is designed for manual data entry of your revenue and cost figures to ensure full control over the variables; it does not connect to external billing or accounting APIs.

    You will receive the pre-configured AI skill assets and a structured data template to ensure you provide the correct inputs for accurate modeling.

    This skill is compatible with major AI agents that support complex reasoning and data analysis, such as ChatGPT (GPT-4), Claude, and specialized business automation platforms.

    It generates a prioritized management report that highlights economic weaknesses, models "what-if" scenarios for pricing or churn, and provides a KPI watchlist for your leadership team.

    Unlike general prompts, this skill uses strict financial formulas and industry-standard benchmarks to prevent LLM hallucinations and ensure consistent calculations across monthly and annual metrics.

    New in Finance & Accounting