Crop forecasting without intelligence
Traditional models are 15% to 30% less accurate than machine learning models. Each projection error propagates through inventory, logistics, and commercial margin.
Villalobos-Arias et al. / MDPI 2024Agribusiness and Agro-Industrial Chains
Agribusiness has been investing in technology for 30 years. The commercial operation still runs on WhatsApp.
73% of farms have yet to adopt precision agriculture - but the bottleneck is not field technology. It is the disconnect between RTv, demand planning, and the commercial portfolio. Bunker connects this operation with Bunker Protocol, Salesforce, and AI applied to the crop cycle.
Agribusiness by the numbers
73%
of rural farms in the US without precision agriculture despite 30+ years of available technology
USDA / GAO 2024US$123B/year
in agricultural losses from climate disasters without predictive data models
FAO 2024 / Kim et al.15–30%
higher crop forecast error without ML versus machine learning models
Villalobos-Arias et al. / MDPI 2024The silent risk in agribusiness
Three out of four farms still operate without precision agriculture. Can your commercial chain make decisions without integrated data?
When planning, commercial, and field teams operate in separate systems, every crop season starts without context. The result is imprecise forecasts, margin that slips away, and decisions that arrive too late.
The real scenario
Four fractures that erode margin with every harvest
Each of these gaps erodes results from one cycle to the next. When the RTv goes to the field without account history, the competition closes first - and the purchase window closes.
Climate losses without predictive models
More than US$123 billion per year in agricultural losses from climate disasters. Without predictive models, exposure is managed reactively, not proactively.
FAO 2024 / Kim et al.Commercial and field teams disconnected
Teams distributed across territories, data in separate spreadsheets, decisions made without context. Each region operates as an independent company, and the chain loses coordination.
Integrated data ignored
81% of producers with integrated data report a positive impact on productivity. Most chains still operate without this integration between commercial, planning, and execution.
Purdue Univ. 2021Agricultural Agroindustrial Architecture
Bunker
We have been in the field. We know where context gets lost between the field and the office.
The RTv goes to the field without the account's history. Each territory operates on WhatsApp with its own version of the portfolio. The off-season crop arrives and no one knows what was sold in the previous cycle. Bunker Protocol connects commercial, planning, and field in a single architecture: with governance by territory, integrated crop data, and coordinated execution between HQ and the field.
We do not sell CRM. We design the operation that transforms technical visits into traceable orders.
- +300 CRM projects: including agro-industrial operations with crop cycles
- +120K users impacted, from commercial field to demand planning
- Commercial governance installed in 8 countries with agricultural operations
- Direct experience in cooperatives, distributors, and integrated agribusiness
Bunker Protocol applied to Agribusiness
Four phases. One architecture. Auditable results.
Evidence
Auditable results in agribusiness
+10–20%
increase in yield with precision agriculture and AI applied to demand planning by territory
McKinsey: "From bytes to bushels" 2024–25%
reduction in input costs with precision agriculture integrated into the commercial cycle
McKinsey / MarketsandMarkets 2024~30% BR
precision agriculture adoption in Brazil vs. ~50% in the US: an integration gap between field and commercial platform
McKinsey: Global Farmer Insights 2024Agrobay: New Holland dealership in Paraguay with hundreds of customers running on spreadsheets parallel to the CRM and commercial decisions without governance structure.
Bunker designed the operational architecture on Sales Cloud with a document generator for Paraguayan legislation, a rebate engine and an AI-assisted seller briefing.
Organnact: animal-health pharmaceutical manufacturer with a national distributor network and active R&D team, without a unified knowledge base between channel and product development.
Bunker consolidated Sales Cloud, put a proprietary account-management accelerator into production, delivered the Distributor Portal on Experience Cloud and modeled the New Product Development framework natively in Salesforce.
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Request a compatible case studyTransformation
From isolated territory to connected agro-industrial chain
Without Bunker
Each territory as a separate company
- Commercial and field teams with separate data and conflicting versions of the crop
- Planning with no link to account and territory history
- Demand forecasting based on manual estimates and spreadsheets
- Pipeline invisible to chain executive management
- Reactive logistics with no coordination with the commercial cycle
With Bunker
Chain connected by crop and territory
- Unified view of account, crop, and territory across commercial, field, and logistics
- Planning connected to CRM with prioritization by value and seasonality
- Pricing governance with traceability by region and product
- Auditable pipeline with real-time executive predictability
- AI applied to the daily routine with alerts, summaries, and action recommendations
Every purchase window lost due to lack of context is revenue that will not return in the next crop season.
The first step is a field diagnostic. No generic slide decks, no promises of "digital transformation". We map where your operation loses conversion between territory, crop, and portfolio.
Frequently asked questions
Answers for Agribusiness
01 How does Bunker Protocol adapt to the crop cycle? Expand
The protocol is designed around the operation's agricultural calendar. Diagnostic and architecture phases are concentrated in the off-season; activation and governance follow the pace of planting and commercialization. The business cycle dictates the schedule - not the other way around.
02 Do you integrate with ERP, field data, and cooperative systems? Expand
We integrate Salesforce with agricultural ERPs, field data (climate, soil, telemetry), and cooperative and distributor platforms. The goal is for RTv, demand planning, and the commercial portfolio to operate on a single data foundation.
03 Is the investment justified for operations that still have limited commercial digitalization? Expand
Especially for them. The lower the commercial digital maturity, the larger the gap between revenue potential and real execution. The structural diagnostic quantifies this gap and the roadmap prioritizes actions by immediate financial impact.