Core architecture
Detect → Decide → Act → Improve
Stress indicators surface issues early. The system guides what to do next. Yield outlook shows where your choices are heading. Outcomes feed the next sharper call.
The system you use today is not the same system you used last week. It continuously adapts based on real outcomes.
Detect
Stress indicators reveal hidden problems early.
Decide
The system guides what to do next.
Act
Yield outlook shows where your decisions are heading.
Improve
The next recommendation is recalibrated from outcomes.
Detect → Decide → Act → Improve
Each cycle feeds real outcomes back into the next ranking—so the system you use today is not the same as last week.
What the engine does
Built to decide, predict, and improve—not to chat
Nothing here is ornament. Each piece ties to ranked actions, outcome feedback, readable strength, or a defensible reasoning trail—the spine of the loop above.
Trust
Chain of Truth: decision transparency system
No hidden logic. Every decision is traceable, inspectable, and grounded in real data.
Traceable reasoning · Readable strength · Decisions you can audit
When conditions change, you can trace the path from signal to recommendation in seconds.
Every recommendation is linked to signals, actions, and outcomes. You don’t just get answers—you see why decisions are made and how they affect results.
Decisions are explainable
Follow the path from evidence to the recommended move—and why it outranked the next-best option.
Reasoning is visible
Chain of Truth ties observations to conclusions so your team knows why this call won over alternatives.
Priorities stay readable
High-stakes calls show what the recommendation is built on—signals, actions, and history—so your team moves with a shared picture.
No blind outputs
Every output anchors to evidence and prior outcomes—traceable, defensible, auditable.
Learning system
Each outcome makes the next decision smarter.
Signals guide decisions. Outcomes validate them.
Aygi refines its read on your operation after every outcome you record.
Every outcome teaches the next call
The system you use today is not the same system you used last week.
Tomorrow's call uses today's results
It continuously adapts based on real outcomes.
Operational view
Decisions, actions, and results—visible in one surface
The UI is your system of record: what was decided, what you executed, what resulted—so each new outlook reflects what actually happened in your fields.
Decision workspace
Live recommendations · Site aggregate
| Decision | Strength read | Action taken | Result |
|---|---|---|---|
| Preventive fungicide · rows 4–6 | 0.84 | Band spray · Apr 2 | Awaiting scout |
| Increase airflow · tunnel B | 0.71 | Vents adjusted · Apr 1 | RH dropped 9% |
| Hold spray · block West | 0.62 | Deferred · dry window | Monitoring |
Farm profile refresh
Confirmed outcomes from tunnel B raised weight on ventilation-first decisions under similar humidity forecasts.
Also built in
Works anywhere, in real conditions
Voice in the row; multiple languages for global teams—same engine and Chain of Truth. Peripheral to the core loop.
Voice
Hands busy—still capture context into the same decision record.
Multi-language
Same reasoning and confidence across regions—not a diluted build.
Plans
Decision access from free trials to full season coverage
Start with limited decisions, then unlock full decision throughput.
One better decision often pays for the system.
Free
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always
Run core decision cycles with daily limits—enough to validate outcomes before upgrading.
Day Pass
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1 day
One day of full decision throughput when timing is critical.
Week Pass
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7 days
A week of full access for high-pressure windows and rapid decision turns.
Monthly
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per month
Continuous decision throughput and full learning loop while subscribed.
Annual
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per year
Best value for teams running high-volume decisions across the full season.
Checkout is secure (Stripe). Log in to purchase Day, Week, Monthly, or Annual.
Wrong calls cost yield. The system that remembers beats guessing.
Clarity compounds when every season builds on the last. Preview ranked moves, readable strength, and Chain of Truth in the product—value you can act on immediately, not a demo reel.
Decision engine · Outcomes sharpen the next call · Chain of Truth you can stand behind