How Joe Builds the State of Coffee
A look inside the data stack behind Joe's State of Coffee report, from network menu pricing and chain benchmarks to the first version of Cost Watch and upcoming COGS truth layers.
joe Team
Apr 23, 2026
How Joe builds the State of Coffee
We want the State of Coffee to be more than a quarterly marketing page. It should become a trusted operating resource for coffee shops, roasters, and the wider coffee community. That means being clear about what data we have, what it is good for, and what we are still adding next.
The short version
Joe's current coffee intelligence stack has four strong pieces already in market:
- a large normalized network of indie menu prices
- tracked chain pricing across major coffee brands
- roaster and origin market research
- a first version of Cost Watch for public input-cost signals
What it does not have yet is full invoice truth across the network. That is the next important layer, and it is why we are now adding COGS uploads, invoice workflows, and accounting integrations into the picture.
Tracked menu prices are the strongest current layer in the stack.
Roasters and product catalogs give us category and premium-positioning context.
A first daily benchmark basket is now in the owner dashboard for paper goods, syrups, and alt-milk pressure.
The next build is actual-vs-benchmark cost truth through uploads, invoices, and accounting data.
The stack behind the report
We think about the data in four layers:
-
SignalsExternal movement and market context. -
Your shopMenu, labor, invoices, and actual spend. -
ImpactWhat those changes mean for margin. -
ActionsWhat the operator should do next.
That means not every source belongs in every product surface. A dataset can be interesting for research and still be the wrong thing to drop into an owner dashboard without translation.
Not all coffee data is the same kind of truth
A network menu price, a chain page, a roaster catalog, a supplier benchmark, and an uploaded invoice all tell different parts of the story. The product gets better when we name those layers clearly instead of collapsing them into one blob called “market intelligence.”
What is strong today
Network menu pricing
This is the best current source layer in Joe's stack.
It powers:
- drink CPI
- indie-vs-chain comparisons
- owner pricing position
- quarter-over-quarter price storytelling
This is why the State of Coffee: Q2 2026 report is already credible on menu pricing even before full invoice ingestion exists.
Chain benchmarking
Tracked chain prices are useful because they answer a question owners ask constantly:
- am I pricing above or below the market?
- did chains move this quarter?
- where is premium still holding?
That is a different problem than COGS, but still a very important one.
Roaster, origin, and flavor signals
This is strongest in CRM and public reporting today, where it helps us tell deeper stories like:
- regional bag-price differences
- flavor premium
- origin density
- premium positioning
This layer is not meant to flood the owner dashboard by default. It becomes valuable there only when it helps with practical decisions like pricing, sourcing, or positioning.
What we are adding now
The next layer is simple to say and hard to fake:
actual costs
That means we are starting with a first pass that allows owners to upload COGS CSVs and compare their real unit costs against the public benchmark basket.
That first pass is not the end state. The stronger roadmap looks like:
- COGS CSV uploads
- invoice and bill upload
- forwarded invoice email parsing
- QuickBooks bill and receipt reads
- eventually banking and bill-pay truth
Uploads are the fastest bridge between “public signal” and “actual shop truth.” They let us compare what the market appears to be doing with what a shop is really paying today.
QuickBooks is likely the strongest near-term accounting bridge because it gives us bills, receipts, vendors, and historical spend patterns without requiring a full POS migration first.
What makes this a real community resource
If we want coffee operators to actually trust and use Joe as a resource, we need to do more than publish one polished quarterly page.
We need a system:
- one flagship quarterly report
- a set of deep-dive posts between quarters
- methodology transparency
- source-level consistency
- practical tools in the owner dashboard
That means the report, blog, CRM, and owner product should all be feeding each other:
- the CRM becomes the analyst and storytelling workspace
- the blog becomes the deep-dive archive
- the quarterly report becomes the flagship public summary
- the owner dashboard becomes the action layer
Where this goes next
The strongest version of this product is not “market intelligence” in the abstract.
It is margin control.
That happens when we connect:
- public cost signals
- actual menu pricing
- actual COGS
- labor pressure
- and operator actions
At that point Joe is no longer just saying what happened in coffee this quarter. Joe is helping operators decide what to do this week.
State of Coffee: Q2 2026
The live report is where the current quarterly pricing story now lives: what changed from Q1, where chain pricing settled, and where operator margin pressure is still building.