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Unit Economics & Contribution Margin
Planned Core Module

Profitability Analytics

Compare client retainer revenues with direct AI API, cloud hosting, and tooling expenses to calculate true gross contribution margins.

Agency Client Unit Economics

Gross contribution margin calculation for Client B — RetailGenius (Monthly Retainer)

Illustrative Preview — Sample Data
Client Monthly Retainer
$300.00
Contracted gross billing
Direct Delivery Costs
-$80.00
AI APIs + Cloud & Proxy
Remaining Contribution73.3%
$220.00
Gross client margin
Retainer Value Allocation ($300 Total)Contribution: 73.3%
Contribution ($220.00 / 73.3%)
AI APIs ($45.00 / 15.0%)
Hosting & DB ($20.00 / 6.7%)
Other Direct ($15.00 / 5.0%)
Direct Engagement Cost Ledger
1. AI API Inference (Claude 3.5 Sonnet & GPT-4o)$45.00
2. Dedicated Cloud / Vector Database (Pinecone / Supabase)$20.00
3. Direct Tooling, Proxy Bandwidth & Webhooks$15.00
Total Direct Delivery Costs$80.00

Accounting Note: Remaining contribution represents gross client margin after direct AI and cloud infrastructure costs. It does not deduct fixed agency overhead, employee payroll, or general operational expenses.

The Specific Operational Problem Addressed

Why Agencies Struggle Without Dedicated Profitability Analytics

Agencies price AI services based on gut feeling or traditional software development hours, failing to account for consumption-based LLM API costs that scale directly with client end-user activity.

SoftWritely Solution:

Revenue without margin visibility is a trap. An agency charging $300 or $5,000 monthly for an AI retainer may believe an engagement is lucrative until rising inference costs, vector database storage, and proxy bandwidth consume the gross margin. SoftWritely's Profitability Analytics module calculates true Remaining Contribution by matching client contract revenues against all direct delivery costs. We maintain complete accounting honesty: remaining contribution is clearly defined as gross margin, not net profit.

Capabilities Architecture

Core Capabilities of Profitability Analytics

Identify your most profitable clients, renegotiate or restructure loss-making retainers, and price future AI services with confidence.

Client retainer revenue vs. direct cost ledger mapping

Designed to ensure auditable data integrity, structured export, and granular visibility.

Gross remaining contribution calculation ($ amount and margin %)

Designed to ensure auditable data integrity, structured export, and granular visibility.

Itemized delivery costs: AI APIs + Cloud/Vector DB + Tooling

Designed to ensure auditable data integrity, structured export, and granular visibility.

Transparent accounting distinction: Contribution margin vs. Net operating profit

Designed to ensure auditable data integrity, structured export, and granular visibility.

Portfolio margin ranking to identify at-risk client retainers

Designed to ensure auditable data integrity, structured export, and granular visibility.

Cost-to-revenue ratio tracking over multi-month engagement timelines

Designed to ensure auditable data integrity, structured export, and granular visibility.

Operational Workflow

How Profitability Analytics Operates

1Step 1

Record Contracted Retainer Revenue

Input client monthly retainers or fixed engagement contract values into the client economics ledger.

2Step 2

Aggregate Direct Delivery Costs

Automatically sum direct AI API inference fees, dedicated vector database hosting, and proxy tooling costs.

3Step 3

Calculate Remaining Contribution

Subtract total direct delivery costs from contracted revenue to determine gross client contribution and margin percentage.

4Step 4

Audit Portfolio Unit Economics

Rank client engagements by gross margin contribution, spotting accounts where token usage is outstripping retainer value.

Module FAQ

Frequently Asked Questions: Profitability Analytics

Connected Modules

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