How to run a pricing analysis as CPG Founders
You're setting shelf prices and negotiating co-packer contracts without a clear picture of your actual unit economics. Your COGS is split across a QuickBooks bill here, a Plaid transaction there, and a co-packer invoice in someone's email. You know roughly what a case costs to produce, but landed cost after freight, broker fees, and slotting allowances is a number you rebuild in a spreadsheet every quarter — and it's always out of date by the time you need it. Meanwhile your retail buyer wants to talk about promotional pricing on a call tomorrow and you're eyeballing margins that might be off by four points.
What you'll set up
Apps, data, and prompts
The combination of Starch apps, the data sources they pull from, and the prompts you use to drive them.
Starch syncs your QuickBooks data on a schedule (invoices, bills, vendor payments, journal entries) and syncs your Plaid bank and credit-card transactions on a schedule. The Scenario Analysis app uses both as the baseline for modeling. Transaction Insights runs on the same Plaid sync. Growth Analyst connects to PostHog from Starch's integration catalog for DTC channel data. No manual CSV exports required.
Step-by-step
See this running on Starch
Connect your tools, describe what you want, and the agent builds it. Closed beta is free.
Q1 2026 Pricing Review — 12-ct Granola Bar SKU
| Ingredients (oats, honey, chocolate chips) | 4.2 |
| Co-packing fee (per case) | 3.8 |
| Inbound freight (per case, averaged over 500-case run) | 1.1 |
| Outbound FBA prep + inbound to Amazon FC | 0.95 |
| Amazon FBA pick-and-pack fee (per case) | 2.4 |
| Allocated packaging (box, inserts) | 0.65 |
| Total landed cost per case | 13.1 |
| Amazon channel net revenue per case (at $18.00 MSRP minus 15% referral fee) | 15.3 |
| Amazon channel gross margin per case | 2.2 |
| Amazon channel gross margin % | 14.4 |
| DTC Shopify net revenue per case (at $22.00 minus Shopify + payment fees) | 20.68 |
| DTC gross margin per case | 7.58 |
| DTC gross margin % | 36.6 |
| Blended gross margin (60% Amazon / 25% DTC / 15% wholesale at $10.50 net) | 22.1 |
When the Starch model ran in early February, the founder assumed blended gross margin was around 30%. The actual number came back at 22.1% — because freight had climbed 18% since the last manual estimate (flagged by Transaction Insights when a $2,100 freight charge appeared vs. the $1,780 trailing average), and the Amazon FBA fee increase from January wasn't reflected in the old spreadsheet. The scenario comparison showed that a $1.50 price increase on the Shopify DTC channel — from $22.00 to $23.50 — would push blended gross margin to 27.4% with essentially no modeled volume impact, because DTC buyers are less price-sensitive than Amazon browsers. The distributor deduction scenario showed the wholesale channel goes contribution-negative if deductions exceed 11% of channel revenue — a number the founder now brings to every distributor conversation. Total time to build the model, connect QuickBooks and Plaid, and run all three scenarios: about two hours, versus the founder's prior estimate of a half-day in Excel.
How you'll know it's working
What this replaces
The other ways teams handle this today, and how the Starch version compares.
One platform — scenario planning, transaction insights, growth analyst all running on connected data. Setup in plain English; numbers stay current via scheduled syncs and live agent queries.
Try it on Starch →Frequently asked questions
Can Starch pull my actual co-packing invoices and ingredient bills, or do I have to enter costs manually?
My COGS changes every production run because ingredient costs and freight rates move around. Will the model go stale?
Can I model Amazon promotional pricing, including the FBA fee structure?
Does Starch store my QuickBooks and bank data, or does it query it fresh each time?
I use Shopify for DTC and sell through a couple of wholesale marketplaces. Can Starch pull revenue by channel?
Is Starch SOC 2 certified? I'm nervous about connecting my bank accounts and accounting data.
Related guides for CPG Founders
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Read guide →Inventory shrinkage is the gap between what your records say you have and what's actually on the shelf, in the warehouse, or at your co-packer.
Read guide →AP invoice approval is the process of reviewing incoming vendor bills, confirming they match purchase orders or contracts, getting the right sign-off, and releasing payment.
Read guide →Run a Pricing Analysis for other operators
The AI stack built for the founder's office.
Read guide →The AI stack built for small finance teams.
Read guide →The AI stack built for small RevOps teams.
Read guide →The AI stack built for DTC founders.
Read guide →Ready to run run a pricing analysis on Starch?
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