GREENBOX Labs · Agriculture

Clear answers
you can prove.

Confidential overview for partnership consideration only.

A GREENBOX-Certified Clone turns the logs and sensor streams you already keep into predictions that carry a written error bound, so you decide before you commit a season of trials or a batch release.

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The idea

Decisions you can check,
not just trust.

Agricultural decisions that dictate product registration, batch releases, or seasonal yields cost millions in multi-season field trials and lab work. You provide historical trial data. We run a GREENBOX-Certified Clone on our secure servers and return predictions alongside an offline verification script, with no local software to install and no change to how you operate.

The math is simple. Your yearly savings are the tests you skip, times what each test costs, times how often the clone is right.

Customer benefits

What it changes for you.

Compress R&D timelines by 1 to 2 seasons

Screen out unviable traits and hybrids at the bench using early sensor signals, instead of funding two years of multi-site field trials.

Skip recurring $50 to $500 wet-lab assays

Stand in for recurring lab fees on soil carbon, dissolution, and nutrient profiling with a bounded prediction you can re-check.

Catch off-spec batches before they ship

Flag off-spec chemical formulations and fermentation batches earlier, without delaying release schedules.

Audit-ready commercial evidence

Produce an offline-verifiable, tamper-evident record to present to buyers, regulatory agencies, and financial auditors.

The difference at a glance

From guessing to proving.

Approach	How it works	Verifiability and business impact
Correlation AI	Learns historical data patterns, without physical laws.	Uncalculated risk: overconfident estimates, no error bounds.
Physics-hinted AI	Statistical models with minor physical constraints attached.	Surface-level decoration: the physics does not govern the output.
GREENBOX-Certified	Built on verified process physics and calibrated to your data.	High certainty: a measured error range, plus a flag when inputs go out of bounds.
World models	Large neural networks simulating end-to-end outcomes.	Audit bottleneck: your agronomy and QC teams cannot check the logic.

Every prediction includes a worst-case error bound, a measured reliability rate on blind test samples, and a warning when inputs exceed validated operating ranges. It is the same class of math used to check software in spacecraft and medical devices.

How it works

You send data. You get an answer you can check.

1

Your data

The cheap readings you already collect. The slow, costly lab result is the one you want early.

Month	Field scan	Lab result
Mar	612	15.2
Apr	598	16.1
May	640	16.8
Jun	655	17.6
Jul	661	?

cheap to collect, sent to us

›

2

Your clone

We build a GREENBOX-Certified Clone from your records. It learns how your cheap readings map to the expensive lab result.

You know the answer weeks before the lab
The real number falls inside the range
Fresh monthly data makes the range tighter

built on your data, not a generic model

›

3

Your answer

This month's lab result, before you run the lab, with a range you can check.

Predicted18.4 mg/kg

Range16.5 to 20.3 mg/kg

ReferenceD04-C0037

Press to drop the real lab number onto the range.

What this unlocks. You act on the number now, weeks before the lab comes back, so you skip this cycle's slow, costly test and only run a lab when the clone says it is not sure.

Illustrative format, not a real measurement.

How you trust the number

You don't take our word.
You check it.

You grade us

Hold back some of your lab results. We predict them without seeing them, so you can check us against the truth.

Check it yourself

Every result comes with a sealed record you open on your own computer, with no internet and no need to trust us.

Run it side by side

Run the clone next to your current process for a while before you rely on it.

The model stays ours. The proof is yours. We are not a certification body, so the sealed record is your own evidence to take to buyers, partners, and your own audit files.

One approach, your whole program

Where it works.

GREENBOX works across the systems you already run: growth chambers, greenhouses, and open field, in R&D and in production, plus fermentation and chemical manufacturing. It carries across them because each clone is built on how the system actually works, not a curve fit on past data, so it holds on conditions it hasn't seen.

R&D

Predict a slow lab or field result, like efficacy, from cheap early data. Know where a program lands before the full trial finishes.

Production

Predict a batch's quality from the data you already record. Catch a bad batch before it ships, with no extra test.

Regenerative

Predict an expensive lab value, like soil carbon, from low-cost readings. Measure at scale instead of paying per sample.

Pillar 1 of 3

Tailored

Breeding & Genetics

Decide whether a trait or hybrid is worth keeping from early, cheap signals, before a multi-season field trial spends the money to find out.

Executive benefit: screen out unviable traits and hybrids in seconds, rather than spending two seasons on field trials.

BenchmarkBreeding & Genetics

Predict how a protein folds

hover or tap to see how ›

From a protein's amino acid sequence alone, it predicts the 3-D shape it folds into, the same sequence-to-structure question as whether a trait will make a working plant.

Ref D09-C0019

This is a public structural-biology benchmark, shown to illustrate the sequence-to-outcome problem, not a breeding result. Your breeding clone, grounded on your own trial records with its own reliability rate and tolerance, is what the pilot delivers.

In a pilot: we build a GREENBOX-Certified Clone for your target trait or hybrid and validate it against blind trial records. Fits large seed breeders and hybrid programs.

Pillar 2 of 3

Tailored

Crop Protection & Applied Products

Answer the slow, expensive chemistry questions early, before you fund the next trial phase or pay a partner milestone.

GroundedCrop Protection

How a molecule behaves in water

hover or tap ›

From structure alone, before anything is mixed, it predicts hydration free energy, which governs how a compound dissolves and moves in water. An early bench assay you can often skip.

~92%of results landed in rangeD02-C0007

GroundedCrop Protection

A property from structure

hover or tap ›

From molecular structure alone, it predicts a physical property you would normally get from slow computation or lab work. Stand it in for the characterization step and keep the sealed record.

~89%of results landed in rangeD34-C0045

In a pilot: we build a custom clone for your active ingredient or formulation, so a milestone payment or a batch call rests on auditable bounds. Fits crop-protection and specialty-formulation companies.

Pillar 3 of 3

Tailored

Regenerative Agriculture

Measure an expensive soil-lab value across a whole operation from a cheap field reading, with a record you can hand to a buyer.

GroundedRegenerative

How well a soil holds nutrients

hover or tap ›

From a rapid soil measurement, it predicts retention capacity, how strongly the soil binds and holds a compound, the value you would normally send to a lab. Read it across a field instead of a few cores.

~92%of results landed in rangeD27-C0345

MethodRegenerative

Proof it holds up somewhere new

hover or tap ›

A clone holds only where we can show it holds. Each was tested on whole units and cycles it had not seen, not a random shuffle. In a pilot we test yours on your own sites and seasons, held blind, so the coverage you act on is measured on your ground.

held-out validation

In a pilot: we build a soil carbon clone for your acreage, so you measure at scale and keep sealed evidence for your carbon buyers. Fits any grower or program tracking soil health.

What we can already predict

Measured predictive performance.

GroundedGreenhouse

Greenhouse CO₂ on target

climate sensors ›

Holds CO₂ enrichment on target and trims wasted gas, using the in-house climate sensors you already run.

~94%of results landed in rangeD04-C0086

GroundedSoil

Soil retention capacity

rapid soil reading ›

Gauges how well soil holds nutrients without a full lab panel, from a rapid soil measurement.

~92%of results landed in rangeD27-C0345

GroundedSoil

Soil temperature

rapid soil reading ›

Maps field conditions across your ground without a probe grid, from a rapid soil measurement.

~90%of results landed in rangeD04-C0077

GroundedChemistry

Molecular solvation

structure alone ›

Screens how a compound behaves in water before synthesis, from molecular structure alone.

~92%of results landed in rangeD02-C0007

GroundedChemistry

Molecular property

structure alone ›

Stands in for a slow lab or compute characterization, from molecular structure alone.

~89%of results landed in rangeD34-C0045

GroundedChemistry

Membrane permeability

structure alone ›

Screens a permeability assay from molecular structure alone, before the wet lab.

~90%of results landed in rangeD02-C0001

Honest note. These rates come from data the clones had not seen when they predicted, so they reflect new results, not memorized ones. More and better records make the range tighter and the rate higher. These clones sit below our highest GREENBOX-Certified bar, so they are not GREENBOX-Certified as-is. A certificate states that a bound held on the tests we ran, as of a date. It is decision-support, not a promise of future results, and you decide when to act.

Why this is real science

Real science behind
the software.

GREENBOX started in the lab. That work is the credibility behind the software, not the product. The platform runs on real infrastructure and real scientific collaboration.

USDA full-application invite

A program with 7 R1 universities and about 20 professors, with GREENBOX as the core infrastructure underneath.

Research leadership

Ongoing partnerships with leading academic labs, national labs, and domain experts who put the platform to work on real problems.

The team

Our team has deep credentials, including a doctorate in mathematics and formal verification, a robotics expert, and our own physical sensing instruments behind the analytics.

Built for you, your data stays yours

How a pilot works.

You provide historical trial exports or a named data slice, or we run inside your own environment.
We run the clone and send back the result, plus an offline checker you run yourself.
Your data stays yours. We use it only to run your job, remove personally identifiable information (PII), and delete the working copy afterward, with a deletion receipt on request. Your personally identifiable information is not used to train any model, ours or a third party's.
Monthly grounding cadence. Most teams run this as an ongoing service, not a one-off. Each month you send fresh data, we re-ground the clone on your latest measurements, and the bounds tighten as your record grows.

What happens next. Ask your questions on the next slide. We review what you care about, then set up a short call to walk through the highest-cost trial or assay to replace first, and size your specific return on investment.

Common questions

What buyers ask first.

Does more or higher-resolution data change the result?

Yes, directly. Reliability and the tolerance width scale with your data: higher-resolution, higher-quality, and higher-volume records let the pilot tighten the bounds and raise the reliability rate. Sparse or noisy records widen the bounds, and the clone says so rather than hiding it.

Is this decision-support or a replacement for testing?

Decision support. It returns a bounded prediction and a clear not-sure-here flag. It does not replace a required physical test, a safety sign-off, or a regulatory approval, and it is not a control system. You decide when to act on the number and when to run the test.

What happens when an input falls outside what the clone was built on?

It flags the input and abstains rather than guessing. You get an outside-validated-range warning instead of a confident wrong answer.

How do I know the reliability rate is real, and not marketing?

You check it yourself. We predict blind on results you withhold, ship a sealed record and an offline checker you run on your own computer, and you can run the clone alongside your current process before you rely on it.

Do you keep or train on our data?

We use your data only for the job, handle it as de-identified data with no personally identifiable information (PII), and delete it afterward with a signed deletion receipt. Your data does not train third-party software.

Is GREENBOX Labs a certification or regulatory body?

No. The sealed record is your own evidence for your buyers, partners, auditors, and regulators. This is not a regulatory certification.

Have a question that is not here? Use the Ask or feedback button anytime, or add it on the next slide, and we will reply.

Request a working session

Tell us what to prepare.

We take a small number of pilots at a time. If you would like time with us, tell us at a high level what you want to predict and the kind of data you have. It stays with us to prepare, and we follow up to schedule.

Enter the frontier.

Your data, plainly.

Clear answers
you can prove.

Decisions you can check,
not just trust.

What it changes for you.

From guessing to proving.

You send data. You get an answer you can check.