Scenario-based AI yield forecasting for risk-proof ag decisions.
Enterprise agriculture teams lack AI-driven predictive analytics for yield forecasting that generalizes across diverse crop types and regions without requiring constant retraining.
HarvestPredict leverages simulation agents to run thousands of yield scenarios across crops/regions using generalized AI, without retraining. Enterprise teams simulate weather extremes, practice changes, or market shifts for robust planning. Outputs probabilistic forecasts with confidence intervals for better decisions.
Teams in enterprise agriculture responsible for yield forecasting across multiple crop types and regions
Agentic simulations provide 'what-if' foresight beyond static predictions, generalizing via RL-trained agents.
professional
Create custom yield simulations.
Get yield ranges with confidence bands.
Visualize scenario risks across farms.
Run forecasts for multiple crops/regions at once.
Log scenarios vs actuals for learning.
Interactive distributions of outcomes.
Zapier/webhook for external triggers.
Query simulations via natural language.
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| text | No | |
| organization_id | uuid | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| name | text | No |
| tier | text | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| organization_id | uuid | No |
| crop_type | text | No |
| region | text | No |
| mean_yield | float | No |
| confidence_low | float | No |
| confidence_high | float | No |
| variables | jsonb | No |
| created_at | timestamp | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| scenario_id | uuid | No |
| actual_yield | float | Yes |
| outcome_notes | text | Yes |
Relationships:
/api/scenarios/simulateRun scenario batch
/api/scenarios/:idGet scenario results
/api/scenariosList user scenarios
/api/tracks/:idUpdate with actuals
/api/subscribeHandle tier change
1 scenario type
Team of 5
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 35 | 6% | $84 | $1,008 |
| Month 6 | 220 | 10% | $880 | $10,560 |
Agentic AI runs unlimited scenarios for any crop/region—no retraining needed.
Email ag risk managers at large firms (e.g., ADM, Cargill) with scenario demo tailored to recent droughts. Use Twitter polls on #ClimateRisk in ag for leads, convert top responders to betas.
Scouting imagery
Static, not agentic sims
Full scenario agents, generalized
Planning db
No AI sims, crop-limited
Probabilistic agents for any region
User-tracked outcomes refine agent RL models via data moat.
RL agents + climate extremes demand scenario planning; AI sim tech now accessible.
Sim compute intensive
Async queuing + GPU APIs
Over-reliance on sims
Accuracy disclaimers + hybrids
Viz complexity
Iterate with users
Forecast liability
TOS waivers
Success: 4 WOY emails
Success: Avg 20 sims/user
Success: 150 signups
Success: 25% MoM
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