Software (SaaS)
Pack file: catalog/industries/software_saas in ambient-core.
Workspace demo (screenshots) · Catalog consumption
Industry summary
Industry code
ISIC Rev.4 5820
23 metrics · 8 data options
- NAICS 2022
511210- NACE Rev.2
58.29- GICS 2023
451030
Taxonomy tags from ambient-core pack.yaml / manifest v3 (analysis lens, not legal-entity self-classification). Coverage notes: catalog-industry-coverage.md.
Data options (8)
Accounting Software
Catalog key software_saas.core.accounting_software
Fields
date- date
period_start_date- date
period_end_date- date
revenue- decimal
cogs- decimal
cost_of_goods- decimal
operating_expenses- decimal
net_income- decimal
produce_revenue- decimal
total_production_cost- decimal
total_operational_cost- decimal
Financial statements
Catalog key software_saas.core.financial_statements
Fields
date- date
statement_type- enum
period_start_date- date
period_end_date- date
HR records
Catalog key software_saas.core.hr_records
Fields
date- date
headcount- decimal
Payroll records
Catalog key software_saas.core.payroll_records
Fields
date- date
period_start_date- date
period_end_date- date
headcount- decimal
gross_pay- decimal
net_pay- decimal
employer_taxes- decimal
labor_cost- decimal
revenue- decimal
net_income- decimal
total_labor_costs- decimal
total_harvested_kg- decimal
total_production_cost- decimal
total_operational_cost- decimal
drivers_left- decimal
total_drivers- decimal
total_maintenance_costs- decimal
total_miles- decimal
CRM / Sales pipeline
Catalog key software_saas.subscription.crm_pipeline
Fields
date- date
opportunity_id- id
account_name- decimal
stage- enum
amount- decimal
close_date- date
owner- string
probability- string
active_subscriptions- string
avg_monthly_price- decimal
sales_marketing_spend- string
new_customers- string
Marketing spend records
Catalog key software_saas.subscription.marketing_spend
Fields
date- date
channel- enum
campaign- string
spend- string
leads- string
new_customers- string
currency- currency
sales_marketing_spend- string
avg_revenue_per_account- decimal
churn_rate- decimal
Product usage logs
Catalog key software_saas.subscription.product_usage
Fields
date- date
customer_id- id
active_users- string
sessions- string
feature_adoption- string
usage_minutes- string
starting_mrr- string
expansion_mrr- string
contraction_mrr- string
churned_mrr- string
Subscription billing records
Catalog key software_saas.subscription.subscription_billing
Fields
date- date
customer_id- id
plan_name- string
mrr- string
billing_period- enum
status- enum
start_date- date
end_date- date
active_subscriptions- string
avg_monthly_price- decimal
starting_mrr- string
expansion_mrr- string
contraction_mrr- string
churned_mrr- string
Metrics (23)
- Monthly Burn Rate
- Cash Conversion Cycle
- Current Ratio
- Days Payable Outstanding (DPO)
- Days Sales Outstanding (DSO)
- EBITDA Margin
- Gross Profit Margin
- Headcount (FTE)
- Net Profit Margin
- Operating Cash Flow
- Operating Margin (EBIT)
- Quick Ratio (Acid Test)
- Revenue Growth Rate
- Cash Runway
- Working Capital
- Annual Recurring Revenue (ARR)
- Customer Acquisition Cost (CAC)
- Gross Revenue Churn Rate
- Customer Lifetime Value (LTV)
- LTV : CAC Ratio
- Monthly Recurring Revenue (MRR)
- Net Revenue Retention (NRR)
- Rule of 40
Monthly Burn Rate
- ID: 2052
- Type: Financial
- Unit: Currency/month
- Description: Net cash consumed per month (negative net operating cash flow).
- Inputs:
cash_out,cash_in - Methodology: Net Burn = Cash Out − Cash In (per month)
- Calculation:
cash_out - cash_in - Catalog key:
software_saas.core.burn_rate
Cash Conversion Cycle
- ID: 2050
- Type: Financial
- Unit: Days
- Description: Days to convert investments in inventory and receivables back into cash.
- Inputs:
days_inventory_outstanding - Methodology: CCC = DSO + Days Inventory Outstanding − DPO
- Calculation:
dso + days_inventory_outstanding - dpo - Catalog key:
software_saas.core.ccc
Current Ratio
- ID: 2040
- Type: Financial
- Unit: Ratio
- Description: Short-term liquidity: ability to cover current liabilities with current assets.
- Inputs:
current_assets,current_liabilities - Methodology: Current Ratio = Current Assets / Current Liabilities
- Calculation:
current_assets / current_liabilities - Catalog key:
software_saas.core.current_ratio
Days Payable Outstanding (DPO)
- ID: 2049
- Type: Financial
- Unit: Days
- Description: Average number of days the business takes to pay its suppliers.
- Inputs:
accounts_payable,cogs,days - Methodology: DPO = (Accounts Payable / COGS) × Number of Days
- Calculation:
accounts_payable / cogs * days - Catalog key:
software_saas.core.dpo
Days Sales Outstanding (DSO)
- ID: 2048
- Type: Financial
- Unit: Days
- Description: Average number of days to collect cash after a sale.
- Inputs:
accounts_receivable,total_credit_sales,days - Methodology: DSO = (Accounts Receivable / Total Credit Sales) × Number of Days
- Calculation:
accounts_receivable / total_credit_sales * days - Catalog key:
software_saas.core.dso
EBITDA Margin
- ID: 2044
- Type: Financial
- Unit: %
- Description: Core operating cash profitability before interest, tax, depreciation and amortization.
- Inputs:
ebitda,revenue - Methodology: EBITDA Margin = (EBITDA / Revenue) × 100
- Calculation:
ebitda / revenue * 100 - Catalog key:
software_saas.core.ebitda_margin
Gross Profit Margin
- ID: 2042
- Type: Financial
- Unit: %
- Description: Share of revenue retained after the direct cost of goods sold.
- Inputs:
revenue,cogs - Methodology: Gross Margin = ((Revenue − COGS) / Revenue) × 100
- Calculation:
(revenue - cogs) / revenue * 100 - Catalog key:
software_saas.core.gross_margin
Headcount (FTE)
- ID: 2054
- Type: Operational
- Unit: Count
- Description: Period-end count of active full-time-equivalent employees. A directly measured input, not a derived ratio.
- Methodology: Period-end count of active employees expressed as full-time equivalents (directly measured, not calculated).
- Calculation: No machine-readable calc — directly reported or qualitative.
- Catalog key:
software_saas.core.headcount
Net Profit Margin
- ID: 2045
- Type: Financial
- Unit: %
- Description: Bottom-line profitability after all costs, interest and tax.
- Inputs:
net_income,revenue - Methodology: Net Profit Margin = (Net Income / Revenue) × 100
- Calculation:
net_income / revenue * 100 - Catalog key:
software_saas.core.net_margin
Operating Cash Flow
- ID: 2051
- Type: Financial
- Unit: Currency (e.g., USD)
- Description: Cash generated by core operations during the period.
- Inputs:
net_income,non_cash_charges,increase_in_working_capital - Methodology: Operating Cash Flow = Net Income + Non-Cash Charges − Increase in Working Capital
- Calculation:
net_income + non_cash_charges - increase_in_working_capital - Catalog key:
software_saas.core.operating_cash_flow
Operating Margin (EBIT)
- ID: 2043
- Type: Financial
- Unit: %
- Description: Operating profitability after operating expenses (EBIT margin).
- Inputs:
operating_income,revenue - Methodology: Operating Margin = (Operating Income / Revenue) × 100
- Calculation:
operating_income / revenue * 100 - Catalog key:
software_saas.core.operating_margin
Quick Ratio (Acid Test)
- ID: 2041
- Type: Financial
- Unit: Ratio
- Description: Acid-test liquidity excluding inventory — most conservative short-term solvency view.
- Inputs:
current_assets,inventory,current_liabilities - Methodology: Quick Ratio = (Current Assets − Inventory) / Current Liabilities
- Calculation:
(current_assets - inventory) / current_liabilities - Catalog key:
software_saas.core.quick_ratio
Revenue Growth Rate
- ID: 2046
- Type: Financial
- Unit: %
- Description: Period-over-period revenue growth rate.
- Inputs:
revenue,revenue_prior - Methodology: Revenue Growth = ((Current Period Revenue − Prior Period Revenue) / Prior Period Revenue) × 100
- Calculation:
(revenue - revenue_prior) / revenue_prior * 100 - Catalog key:
software_saas.core.revenue_growth
Cash Runway
- ID: 2053
- Type: Financial
- Unit: Months
- Description: Number of months of cash remaining at the current net burn rate.
- Inputs:
current_cash_balance - Methodology: Runway (months) = Current Cash Balance / Monthly Net Burn
- Calculation:
current_cash_balance / burn_rate - Catalog key:
software_saas.core.runway
Working Capital
- ID: 2047
- Type: Financial
- Unit: Currency (e.g., USD)
- Description: Operating liquidity available to fund day-to-day operations.
- Inputs:
current_assets,current_liabilities - Methodology: Working Capital = Current Assets − Current Liabilities
- Calculation:
current_assets - current_liabilities - Catalog key:
software_saas.core.working_capital
Annual Recurring Revenue (ARR)
- ID: 1581
- Type: Financial
- Unit: Currency/year
- Description: Annualized run-rate of recurring subscription revenue.
- Methodology: ARR = MRR × 12
- Calculation:
mrr * 12 - Catalog key:
software_saas.subscription.arr
Customer Acquisition Cost (CAC)
- ID: 1584
- Type: Financial
- Unit: Currency (e.g., USD)
- Description: Fully-loaded sales and marketing cost to acquire one new customer.
- Inputs:
sales_marketing_spend,new_customers - Methodology: CAC = Total Sales & Marketing Spend / New Customers Acquired
- Calculation:
sales_marketing_spend / new_customers - Catalog key:
software_saas.subscription.cac
Gross Revenue Churn Rate
- ID: 1583
- Type: Operational
- Unit: %
- Description: Percentage of recurring revenue lost to cancellations and downgrades.
- Inputs:
churned_mrr,starting_mrr - Methodology: Gross Churn = (Churned MRR / Starting MRR) × 100
- Calculation:
churned_mrr / starting_mrr * 100 - Catalog key:
software_saas.subscription.gross_churn
Customer Lifetime Value (LTV)
- ID: 1585
- Type: Financial
- Unit: Currency (e.g., USD)
- Description: Expected gross-margin revenue from a customer over their lifetime.
- Inputs:
avg_revenue_per_account,gross_margin_pct,churn_rate - Methodology: LTV = (Average Revenue per Account × Gross Margin %) / Churn Rate
- Calculation:
(avg_revenue_per_account * gross_margin_pct / 100) / churn_rate - Catalog key:
software_saas.subscription.ltv
LTV : CAC Ratio
- ID: 1586
- Type: Financial
- Unit: Ratio
- Description: Ratio of customer lifetime value to acquisition cost.
- Methodology: LTV:CAC = Customer Lifetime Value / Customer Acquisition Cost
- Calculation:
ltv / cac - Catalog key:
software_saas.subscription.ltv_cac
Monthly Recurring Revenue (MRR)
- ID: 1580
- Type: Financial
- Unit: Currency/month
- Description: Normalized recurring subscription revenue billed in a month.
- Inputs:
active_subscriptions,avg_monthly_price - Methodology: MRR = Σ (Active Subscriptions × Monthly Subscription Price)
- Calculation:
active_subscriptions * avg_monthly_price - Catalog key:
software_saas.subscription.mrr
Net Revenue Retention (NRR)
- ID: 1582
- Type: Financial
- Unit: %
- Description: Revenue retained and expanded from existing customers, net of churn and contraction.
- Inputs:
starting_mrr,expansion_mrr,contraction_mrr,churned_mrr - Methodology: NRR = ((Starting MRR + Expansion − Contraction − Churn) / Starting MRR) × 100
- Calculation:
(starting_mrr + expansion_mrr - contraction_mrr - churned_mrr) / starting_mrr * 100 - Catalog key:
software_saas.subscription.nrr
Rule of 40
- ID: 1587
- Type: Financial
- Unit: %
- Description: Balance of growth and profitability for recurring-revenue businesses.
- Inputs:
revenue_growth_pct,profit_margin_pct - Methodology: Rule of 40 = Revenue Growth % + Profit Margin %
- Calculation:
revenue_growth_pct + profit_margin_pct - Catalog key:
software_saas.subscription.rule_of_40
Data engineering pipeline
Ambient Core ships the catalog (typed data options and metrics) and ambient_pipeline helpers. Lakehouse jobs and schedules live in the application repository that pins a core tag.
Canonical order: map columns → coerce types → unpivot → stamp lineage → (optional Silver validate) → contract assert → write. Gold vertical products evaluate catalog formulas with ambient_calc after Silver.
How this pack feeds the pipeline
- Accounting Software — feeds Gross Profit Margin, Operating Margin (EBIT), Net Profit Margin
- Financial statements — feeds Current Ratio, Quick Ratio (Acid Test), Gross Profit Margin, Operating Margin (EBIT), Net Profit Margin, EBITDA Margin, Operating Cash Flow, Revenue Growth Rate, Working Capital, Days Sales Outstanding (DSO), Days Payable Outstanding (DPO), Cash Conversion Cycle, Monthly Burn Rate, Cash Runway
- HR records — feeds Headcount (FTE)
- Payroll records — feeds Net Profit Margin, Operating Margin (EBIT)
- CRM / Sales pipeline — feeds Monthly Recurring Revenue (MRR), Customer Acquisition Cost (CAC)
- Marketing spend records — feeds Customer Acquisition Cost (CAC), Customer Lifetime Value (LTV)
- Product usage logs — feeds Net Revenue Retention (NRR), Gross Revenue Churn Rate
- Subscription billing records — feeds Monthly Recurring Revenue (MRR), Annual Recurring Revenue (ARR), Net Revenue Retention (NRR), Gross Revenue Churn Rate, Rule of 40
Further reading: Catalog consumption · Pipeline governance helpers
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