Intermediate

SaaS deferred revenue reconciliation: contract mods and credits

Reconciles deferred revenue with contract modifications, credits, and proration, producing an exception log. Useful for close and audit support in SaaS businesses.

Reconcile deferred revenue for {company_name} for period ending {period_end_date}.

Inputs:
- Deferred revenue GL and subledger: {deferred_rev_data}
- Contract modifications and upgrades: {contract_mods}
- Credits/refunds: {credits_refunds}
- Proration rules: {proration_rules}
- Revenue recognition schedule: {rev_schedule}

Output:
1) Rollforward reconciliation with tie-outs.
2) Exception log: item, root cause, proposed fix, owner.
3) Recommended entries/adjustments.
4) Control improvements (approval of credits, contract mod tracking).

Keep it audit-friendly.

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SaaS: CAC Payback Period & Cohort Analysis

Analyzes the efficiency of customer acquisition spend across different monthly cohorts.

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Standard costing variance dashboard (PPV, labor, overhead)

Creates a variance dashboard structure and investigation playbook for standard costing variances. Useful for plant controllers and operations reviews.

GPT-5.2 Thinking; GPT-4.1; o3-mini
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Software capitalization (ASC 350-40 / IAS 38) decision guide

Evaluates internal-use software or development costs for capitalization vs expense, with stages and required documentation. Useful for tech companies and auditors.

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