agropulse AI
Winery

Pulse Winery

Vineyard-to-Bottle Management Platform

White Paper
May 2026

Agroinsights Technologies Ltd
Stowmarket, Suffolk, United Kingdom
Section 1

Executive Summary

The English and Welsh wine industry is experiencing unprecedented growth. With production volumes rising over 30% year-on-year and the number of registered vineyards approaching 1,000, the sector has evolved from a niche curiosity into a serious commercial opportunity. England is now internationally recognised for producing world-class sparkling wines that rival Champagne, and still wine production is expanding rapidly across the southern counties.

Yet the operational infrastructure underpinning most of these vineyards remains stubbornly analogue. The majority of UK vineyards still rely on spreadsheets, paper logbooks, and a patchwork of disconnected tools for managing everything from vine scouting to cellar operations to HMRC duty returns. The existing software options — Vintrace, InnoVint, Vinsight — were built for Australian, American, and New Zealand markets respectively, and none address the specific regulatory, climatic, and operational realities of UK viticulture.

943 UK Vineyards
200+ Active Wineries
30%+ Annual Growth
76% Under 5 Hectares

Pulse Winery is the first vineyard-to-bottle management platform built specifically for the UK wine industry. Part of the broader Pulse Agri AI suite, it combines a WhatsApp-first AI interface with a purpose-built web dashboard, enabling vineyard owners and winemakers to manage their entire operation from a single platform — or from a single chat conversation.

The key differentiator is radical accessibility. Where legacy platforms require desktop software training and complex onboarding, Pulse Winery meets growers where they already are: on their phones, in the vineyard, messaging on WhatsApp. Thirty-two winery-specific AI tools allow users to log scouting notes, check fermentation data, calculate SO₂ additions, and generate compliance reports — all through natural-language conversation.

This white paper outlines the market opportunity, product architecture, compliance framework, business model, and growth roadmap for Pulse Winery as it prepares for commercial scale across the UK and European markets.

Section 2

Market Opportunity

A Sector in Rapid Expansion

UK wine production has doubled in the five years between 2019 and 2024, driven by improving climate conditions, rising land investment, and international recognition of English sparkling wines. WineGB data confirms 943 vineyards and over 200 wineries now operate across England and Wales, with new plantings accelerating each year.

Industry forecasts project the UK will produce 40 million bottles per year by 2040, up from approximately 12 million in 2024. This trajectory implies a tripling of both vineyard area and operational complexity within fifteen years.

12M Bottles in 2024
40M Forecast by 2040
3.3x Projected Growth

An Underserved Market

Critically, 76% of UK vineyards are under 5 hectares. These small-to-medium operations are too large for pen-and-paper management but too small (and too price-sensitive) for the enterprise platforms that dominate the Australian and Californian markets. This creates a substantial gap in the market for an affordable, purpose-built solution.

Competitive Landscape

Platform Origin UK Focus WhatsApp AI UK Compliance Pricing
Vintrace Australia No No No From $500/mo
InnoVint USA No No No From $300/mo
Vinsight New Zealand No No No From $200/mo
Pulse Winery United Kingdom Yes Yes Yes From £49/mo

Addressable Market

With 943 UK vineyards at an average subscription value of £2,400/year, the immediate UK total addressable market is approximately £2.3 million annually. European expansion opens access to over 500,000 vineyards across France, Spain, Italy, Germany, and emerging wine regions — representing a multi-billion-pound opportunity for appropriately localised vineyard management software.

Section 3

Product Overview

Platform Architecture

Pulse Winery is a full-stack web application with a companion WhatsApp AI interface. The platform is built on a modern, containerised architecture designed for reliability, security, and rapid iteration.

WhatsApp Cloud API React Web Dashboard | | v v +-----------------------------------------+ | Node.js Backend (API) | | 32 winery AI tools | REST API | +-----------------------------------------+ | | | PostgreSQL AI Engine Integrations (encrypted) (3-tier) (weather, NDVI, sensors, HMRC)

The web dashboard features a cream-and-bordeaux design language tailored to the winery context, with distinct interfaces for vineyard blocks, cellar vessels, lab analysis, team management, and compliance. Every feature available on the web is also accessible through the WhatsApp AI agent via natural-language commands.

WhatsApp-First Design

The WhatsApp agent provides 32 winery-specific AI tools that allow complete operational management through conversation. A vineyard manager can walk between rows, voice-note a scouting observation, and have it automatically logged against the correct block with GPS coordinates, disease classification, and recommended action — all without opening a browser.

Core Modules

Vineyard Management

Block mapping, scouting logs, phenology tracking (Eichhorn-Lorenz), harvest readiness decisions, canopy management records, and spray programme scheduling.

Cellar Operations

Wine lot tracking, interactive vessel map, lab analysis logging (TA, pH, RS, VA, SO₂), SO₂ molecular calculator, barrel topping schedules, and blending worksheets.

Production & Sales

Case goods inventory, bottling run management, sales order processing, dispatch tracking, and customer relationship management for trade and direct sales.

Compliance

HMRC duty calculation, FSA production declarations, PDO/PGI scheme management, SWGB sustainability tracking, LEAF Marque records, and full audit trail.

AI Intelligence

Harvest decision engine, disease risk alerts (downy mildew, botrytis, powdery mildew), yield prediction models, weather integration, and agronomy chat.

Team Management

Employee records, digital timesheets, work order assignment, cost tracking (hours multiplied by rate), training record management, and seasonal worker onboarding.

Section 3 (continued)

User Experience

The platform is designed around three interaction modes, each optimised for a different context of use:

All three modes share a single data layer, ensuring that an observation logged via WhatsApp in the vineyard is immediately visible on the web dashboard and included in the next compliance export. There is no synchronisation delay and no data duplication.

Section 4

Technology

AI Engine: Three-Tier Failover

Pulse Winery employs a resilient three-tier AI architecture to ensure consistent response quality and near-zero downtime:

Tier Provider Model Role
1 Local GPU Llama 3.1 8B Primary inference, 1–2 second responses, zero API cost
2 Groq Llama 3.1 (cloud) Cloud fallback for high-load periods
3 OpenAI GPT-4o Final fallback, complex reasoning tasks

This architecture provides sub-two-second response times for the vast majority of queries while maintaining enterprise-grade reliability. The local GPU tier eliminates per-query API costs for routine operations, significantly improving unit economics at scale.

Security & Encryption

All personally identifiable information is encrypted at rest using AES-256-GCM field-level encryption. Database connections are TLS-encrypted. The WhatsApp integration uses Meta's official Cloud API with end-to-end message verification.

Infrastructure

The platform runs on a dedicated Hetzner server with 20 CPU cores, 64 GB RAM, and an NVIDIA RTX 4000 (20 GB VRAM) GPU for local AI inference. All services are containerised with Docker Compose, enabling rapid deployment and horizontal scaling. The infrastructure supports real-time integrations with weather APIs, satellite NDVI imagery, and IoT soil sensors.

Section 5

Compliance & Regulation

UK wine production operates within a complex regulatory framework spanning taxation, food safety, quality designation, and environmental certification. Pulse Winery is purpose-built to manage compliance across all relevant schemes, reducing the administrative burden that consumes a disproportionate share of small vineyard operators' time.

HMRC Wine Duty

Since the August 2023 duty reform, UK wine producers must calculate and report duty based on alcohol by volume (ABV) and product category. Pulse Winery automatically calculates duty liability for each wine lot, generates duty return summaries aligned to HMRC reporting periods, and maintains the records required for excise warehouse approval.

FSA Production Declarations (WSB21)

The Food Standards Agency requires annual production declarations from all UK wine producers. Pulse Winery tracks the data points needed for WSB21 returns — volumes produced, grape varieties, enrichment records, and blending operations — and can generate pre-populated declaration forms.

PDO/PGI Quality Wine Schemes

For producers seeking English Quality Wine or English Quality Sparkling Wine designation under the Protected Designation of Origin (PDO) framework, Pulse Winery enforces the required traceability from vineyard block to finished bottle, including permitted grape varieties, yields per hectare, and analytical standards.

Sustainability & Environmental Certification

SWGB Sustainability

The Sustainable Wines of Great Britain scheme operates a six-pillar framework covering viticulture, winemaking, environment, social responsibility, business, and packaging. Pulse Winery maps operational data against each pillar, tracking progress toward certification requirements.

LEAF Marque

LEAF Marque certification (Linking Environment and Farming) requires detailed records of integrated farm management practices. Pulse Winery captures spray records, soil management data, biodiversity measures, and energy usage in the format required for LEAF assessment.

Red Tractor Assurance

For vineyard operations falling under Red Tractor's crops sector standards, the platform maintains full traceability records, input logs, and quality assurance documentation.

Audit Trail

Every data entry, modification, and export within Pulse Winery is logged with a timestamp, user identity, and change record. This immutable audit trail provides the evidence base required by all of the above schemes and ensures readiness for regulatory inspection at any time. Full vine-to-bottle traceability is maintained as a core architectural principle, not an optional add-on.

Section 6

Business Model

SaaS Subscription Tiers

Tier Monthly Price Includes Target Customer
Starter £49/mo Vineyard management, basic cellar tracking, weather integration, 1 user New vineyards, under 2 ha
Professional £129/mo Full cellar operations, lab analysis, compliance modules, WhatsApp AI agent, 5 users Established vineyards, 2–15 ha
Enterprise £299/mo Multi-site management, API access, custom reporting, priority support, unlimited users Wine estates, multi-vineyard groups

Revenue Streams

Unit Economics

£200 Target CAC
£5,760 Lifetime Value
28.8x LTV : CAC Ratio
4 yrs Avg. Customer Life

Lifetime value is calculated on the Professional tier at £129/month over a four-year average customer lifetime, reflecting the high switching costs inherent in agricultural management software once operational data has been established. The target customer acquisition cost of £200 is achievable through trade show presence (Cereals, WineGB Annual Conference), targeted digital marketing to vineyard owners, and partnership referrals from industry bodies.

The resulting LTV:CAC ratio of approximately 29:1 provides substantial margin for investment in growth while maintaining healthy unit economics. Annual billing discounts (two months free) further improve cash flow predictability and reduce churn.

Section 7

Traction

Pulse Winery launched in May 2026 as part of the broader Pulse Agri AI platform, which has been in active development and deployment since early 2025. The platform is operational and processing real agricultural data daily.

120+ AI Tools (Full Suite)
32 Winery-Specific Tools
4 Countries Active
Section 8

Team

Rafael Albertini

Founder & CEO

Rafael brings a background in precision agriculture and artificial intelligence to Agroinsights Technologies. Based in Stowmarket, Suffolk, he has led the development of the entire Pulse Agri AI platform from concept through to production deployment, including the WhatsApp agent architecture, AI inference pipeline, and full-stack web application.

Technical Capability

The team combines expertise across full-stack web development (React, Node.js, PostgreSQL), AI and machine learning (local model deployment, prompt engineering, multi-provider orchestration), DevOps (Docker, Linux server administration), and deep agricultural domain knowledge spanning arable, livestock, and viticulture operations.

Section 9

Roadmap

Section 10

Contact

Agroinsights Technologies Ltd

Rafael Albertini — Founder & CEO

[email protected]

+44 7826 766005

pulseagroai.com  ·  winery.pulseagroai.com

This document is confidential and intended for prospective investors and partners of Agroinsights Technologies Ltd. The information contained herein is believed to be accurate as of May 2026 but is subject to change without notice. Market data is sourced from WineGB and industry publications.