01 · Strategy
Technology strategy & architecture
Digital maturity assessments, transformation roadmaps, AI strategy and governance frameworks that align technology with OEM and dealer priorities.
For equipment manufacturers & dealer networks
Keep machines running and dealers ahead. We connect product, parts, service and machine data and put AI agents to work for every dealer and technician — certified to ISO 27001 and ISO 42001, running in your own cloud, and delivered by one team from strategy to operations.
OEM data & AI layer
Governed
One trusted answer across your network
Your cloud · Audit trail on
Technician assistant · Live
Hydraulic warning after filter change
Answer cites service manual, latest bulletin and 3 similar repairs
Client story
A governed AI layer connecting product, dealer and machine data across the network.
Read the storyCertifications
Independently audited certifications for information security and AI management.
View certificatesLeadership
Team experience from Honeywell Aerospace and Imperial College London research.
Meet the teamWhat equipment OEMs are up against
Equipment manufacturers win or lose through their dealers. Right now those dealers are short of technicians, margins are under pressure, and the knowledge that keeps machines running is scattered across systems.
$7B
in lost shop and parts revenue each year from the dealer technician shortage
Source · AED Foundation, Technician Shortage Report 2026
80%
of equipment dealers say they can’t meet customer demand for lack of technicians
Source · AED Foundation, Technician Shortage Report 2026
15–20%
expected 2026 decline in the North American large-ag equipment market
Source · Farm Futures via Farm Policy News, June 2026
Dealers can’t hire fast enough, and new technicians lean on senior staff for every difficult repair.
Technician assistants that answer from your manuals, bulletins and repair history — with citations.
Manuals, service bulletins, parts catalogs, warranty and dealer portals all live in separate systems.
One governed knowledge layer every dealer, technician and support agent can trust.
Softer demand and tariff costs squeeze margins, while dealer inventory needs careful management.
Automate warranty, claims and back-office work — take cost out without cutting service.
Parts and service drive uptime and loyalty, but demand signals from dealers and machines arrive late.
Parts forecasting and dealer inventory visibility, driven by machine and order data.
Telematics and fault codes are collected, but rarely reach engineering, service or sales.
A governed data foundation that turns telematics into predictive service and product insight.
Right-to-repair laws push OEMs to share documentation and diagnostics — consistently and safely.
Controlled documentation access with role-based permissions and a full audit trail.
Service portfolio
Start with the service or parts challenge that matters most. One accountable team connects your strategy, systems and data — then builds, governs and operates AI across the dealer network.
Align technology, AI and governance with the OEM and dealer business before the first pilot begins.
01 · Strategy
Digital maturity assessments, transformation roadmaps, AI strategy and governance frameworks that align technology with OEM and dealer priorities.
02 · Strategy
Dealer and aftermarket strategy with a prioritized roadmap and business case that connects service, parts and machine data to measurable business outcomes.
Connect dealer and enterprise systems without replacing them, then build the governed data foundation that AI agents can trust.
03 · Integration
Connect ERP, DMS, warranty, CRM and parent-company systems without ripping them out — so governed AI can draw from the systems dealers already use.
04 · Data
Telematics, fault codes, parts and product data in one governed foundation, with quality and lineage that supports trusted AI decisions.
Enterprise governance frameworks, data quality, lineage and compliance capabilities that keep AI decisions explainable and accountable.
05 · Governance
Enterprise governance frameworks; data quality, lineage and lifecycle management; master data management and cataloging. Define access policies and role-based controls, with governance dashboards, audit trails and compliance reporting for GDPR, CCPA and industry-specific requirements.
06 · Architecture
Cloud design across AWS, Azure and GCP; data architecture and pipeline design; system integration planning; edge-to-cloud compute continuum.
Production-ready AI agents that connect knowledge, structured data and live telemetry under policy, access control and audit trail.
07 · Our specialty
Technician, parts and dealer-support assistants that answer from manuals, bulletins, warranty history and live machine data — under policy, with a full audit trail.
08 · Delivery
Custom AI/ML and agentic development; full-stack application development; DevOps & MLOps; managed services and continuous value realization.
09 · Orchestration
Connect knowledge/RAG, warehouses and lakes, SaaS/CRM systems including Salesforce, ERP and ITSM, and live telemetry/event streams. Enterprise authentication, WAF protection and role-based access support explainable, auditable actions, with configurable human escalation.
Roll out governed AI across the dealer network and keep it running with measurable value.
10 · People
Rollout, training and support across the dealer network, so new tools actually get used and value compounds over time.
11 · Run
SLA-backed operations, monitoring and continuous optimization after go-live — with measurable value and capability transferred to the OEM.
From what is happening now to what happens if: one continuum from real-time machine monitoring to predictive maintenance and prescriptive decisions.
Why FlowCore
Founded by engineers from Honeywell Aerospace and Imperial College London, FlowCore brings safety-critical discipline to enterprise AI — for equipment manufacturers and the dealers who keep their machines running.
01 · Proven
A governed AI layer in production for a leading North American equipment manufacturer, across product, dealer and machine data.
02 · Certified
ISO 27001 for information security and ISO 42001 for AI management — independently audited, with certificates you can verify.
03 · Accountable
Strategy, integration, AI and operations from the same team, so nothing stalls in the handoffs between vendors.
Client story · North American equipment OEM
A role-aware AI platform connecting product manuals, dealer portals and live telemetry, so dealers and specialists get one trusted answer in seconds instead of searching five systems.
Read the client story| Capability | Large consultancies | Dealer AI tools | FlowCore |
|---|---|---|---|
| Built for equipment OEMs and dealers | Sometimes | Yes | Yes |
| Runs in your own cloud | Varies | Usually vendor-hosted | Always |
| Covers OEM, dealers and customers | Yes | One dealer at a time | Yes |
| Certified AI management (ISO 42001) | Varies | Varies | Yes |
| Strategy through operations | Yes, at large-firm cost | Software only | Yes, at boutique speed |
| Accountable after go-live | Often exit after delivery | Vendor support only | Long-term partnership |
Outcomes
We agree the KPIs before we start, baseline them in the assessment, and track them release by release.
30–50%
lower labor cost
on repetitive, rules-based workflows automated by AI agents
20–40%
less operational drag
by eliminating data silos with governed data intelligence
25–35%
lower TCO
across infrastructure, maintenance and technical debt
Increase
Technicians get the right answer — and the right part — on the first visit.
Decrease
From searching manuals and calling the OEM to a cited answer in seconds.
Increase
Demand signals from machines and orders reach planning earlier.
Decrease
Claims checked, routed and resolved with less manual handling.
Typical results. Actual outcomes depend on the workflow and the starting point. We baseline the KPIs in the assessment and track them release by release.
How we work
Low commitment at the start, compounding value after. Each stage ends with something your executives can see and measure — not just a slide deck.
01 · 2–4 weeks
Executive workshops, digital maturity audit, target architecture and a prioritized roadmap.
You get
Board-ready roadmap and business case
02 · 3–6 months
A fixed-price pilot with a handful of dealers on one high-impact use case — built to production standard.
You get
A live system in pilot dealers, with measured value
03 · 6–18 months
Roll out across the dealer network and extend to parts, warranty and machine data.
You get
Network-wide rollout on a governed data foundation
04 · Ongoing
SLA-backed managed services, monitoring and continuous improvement.
You get
Compounding value and capability transferred
A-grade security by design
Connected machines, dealer systems and AI agents widen the attack surface. We design security in from the first architecture decision — and prove it with two ISO certifications.
15,000
dealerships went offline when ransomware hit a single shared dealer software provider in June 2024.
Source · CDK Global incident, TechTarget
30%
of breaches now involve a third party — double the share a year earlier.
Source · Verizon DBIR 2025
44%
of breaches include ransomware. One attack on a tractor maker cut dealers off from parts ordering at planting time.
Source · Verizon DBIR 2025; Reuters
#1
Prompt injection tops OWASP’s list of risks for AI applications — and agents that take actions raise the stakes.
Source · OWASP Top 10 for LLM applications
Enterprise SSO, MFA and least-privilege roles for OEM, dealer and customer users.
Data stays in your cloud, encrypted in transit and at rest. No credentials in code.
API gateway, WAF and rate limiting in front of every agent and integration.
Prompt-injection defences, least-privilege agents and a supervision layer that checks every answer.
Safety-critical guidance and high-impact actions need human approval.
Every question, answer, data access and action is logged and reviewable.
Threat modelling, code review, dependency scanning and penetration testing before go-live.
Continuous monitoring, alerting and incident playbooks aligned to ISO 27001.
Information Security Management
View full certificateVerify with CERTIND ↗(opens in a new tab)
AI Management Systems
View full certificateVerify with CERTIND ↗(opens in a new tab)
Who we work with
Especially North American operations of global manufacturers — regional teams that need to move fast inside parent-company systems and standards.
Tractors, implements and harvest equipment
Excavators, track loaders and wheel loaders
Mowers, utility vehicles and handheld equipment
Industrial engines and power units
Forklifts, aerial and utility equipment
Multi-store, multi-brand dealer operations
Leadership
A team formed at the intersection of academic research and safety-critical industry — where reliability is not negotiable.

Chief Executive Officer

Chief Technology Officer
Memberships
We contribute to the communities that shape intelligent systems in Europe and the business environment we work in.
Member
The European technology platform for research, design and innovation in intelligent digital systems. More than 420 companies, universities and research institutes take part, including BMW, Volvo, Siemens, Infineon and Komatsu Forest.
inside-association.eu ↗(opens in a new tab)Member
A non-governmental organization connecting entrepreneurs, investors, government and the innovation ecosystem, with the mission of making Bulgaria Europe’s preferred destination for entrepreneurs.
besco.bg ↗(opens in a new tab)Events
We meet OEM, dealer and technology leaders in person. Here is where we have been recently, and how to meet us at the next event.
Past event
Oct 26–27, 2026
Toronto, Canada
Start with a conversation
We map your priorities, name the quick wins and tell you honestly where AI is not the answer. If there is a fit, the next step is a 2–4 week dealer network assessment with a roadmap and business case.