From a receipt
to an asset class.
A warehouse receipt is a loan. An asset class is a flow of cash with a measurable variance. The distance between them is data — and the only thing that closes it is being able to say, before the harvest, how much coffee will exist and what it will cup at.
Finance the crop before it is harvested
This is the one thing traditional origin coffee cannot do. A field cannot be forecast to ±5%; a controlled room can. Once yield is predictable, the future lot becomes a pledgeable asset months before it exists.
Planted batch
Variety, plant count, planting date and the full light and nutrient recipe are fixed at the start. The batch is a specification, not a hope.
Yield curve
Sensor history plus phenology model projects harvest weight per plant. Aeroponic batches track to ±5%; open-field coffee does not track at all.
Pre-harvest receipt
A receipt issued against a confirmed batch, with a discount for biological risk and a conversion clause that converts to a physical receipt on intake.
Conversion & true-up
At intake, actual weight and cup score settle against the projection. Over-delivery is credited; shortfall is drawn from the borrower's margin.
A receipt nobody can resell is a receipt nobody will hold
Liquidity does not come from wanting it. It comes from three preconditions that have to exist before the first trade.
Standardised grading
A buyer must be able to price a lot without seeing it. That requires a fixed grade convention, a retained sample per lot, and a dispute mechanism with a named arbiter.
Daily valuation, published
One number, one timestamp, one methodology. A market with three prices is not a market, it is three opinions.
Settlement & delivery
Transfer must move title and goods in one atomic step, otherwise the buyer carries the same duplicate-pledge risk the bank was trying to eliminate.
Four stages, in this order
The sequencing matters more than the ambition. Each stage produces the evidence the next one needs, and skipping a stage means building on a number nobody has verified.
Metered loop — sensors to passport
Root zone, canopy, phenotype, metabolites and cup score on one batch ID. No lending, no products. Just prove the record is complete and reproducible.
Two products, one vault
Vault storage and pledge lending only. This is where the valuation engine gets calibrated against realised recoveries — the number that makes every later product credible.
Leasing and savings
Once title control and quality guarantees hold, the same inventory can be leased. Term structure begins to price, and the balance sheet starts carrying duration instead of stock.
Instrument issuance
In-field receipts, receipt funds and infrastructure vehicles. Only after three years of verified valuation and recovery history — investors underwrite a track record, not a model.
Data does not create yield. It lowers the discount rate.
A listed vehicle is not bought on the strength of a good story. It is bought on the predictability of net operating income. What data science actually contributes here is variance reduction — which is another way of saying valuation uplift at constant cash flow.
| Asset-level KPI | Without instrumentation | With instrumentation | Investor effect |
|---|---|---|---|
| Yield per plant per year | Estimated, quarterly | Measured, continuous | Revenue line becomes modelled, not forecast |
| Revenue per m² | Blended average | By bay, by recipe | Underperforming assets can be repriced |
| Energy intensity | Annual utility bill | kWh per kg, real time | The largest cost becomes hedgeable |
| Unplanned downtime | Reactive maintenance | Predictive, nozzle and pump telemetry | Capex shocks removed from the model |
| Quality variance | Unknown until cupping | Narrowed by controlled inputs | Premium realisation becomes bankable |
What we will not claim
We do not promise perfect flavour replication
Predicting cup score from growth data lands around R² 0.6–0.8 in practice. That is a genuinely useful number and a genuinely insufficient one. Anyone quoting 0.98 is quoting a training set.
We do not treat carbon credits as bankable yet
Vertical farming's largest emission is electricity. On a grid average factor, a controlled-environment kilogram can carry more CO₂e than a sun-dried one. Until green power is contracted and the methodology is settled, the carbon ledger is an internal instrument and a Scope 3 data service — not collateral.
We do not eliminate biological risk
A clogged nozzle bank or a power failure is a single-point failure that can take an entire batch. That risk is insured and priced, not modelled away.
We do not skip the boring part
Registry numbers, unannounced counts, discharge instructions, retained samples. Two decades of commodity-finance blowups happened because someone found the paperwork tedious and decided the relationship was good enough.