Group CFO across corporate, listed and private-equity-owned manufacturers, from €250m to $1bn. Finance, transformation and AI in one seat — set up that way by the sponsor. Sees the company as a system: balance sheet, cash and shop floor together.
Three hats in one role: finance, transformation, AI. EBITDA track record across four companies. Refinancing. Exit readiness.
CFO Track RecordAI unit reporting directly to the CFO. F·O·D framework: Foundation, Optimization, Differentiation. Not technology for its own sake, but a value-creation discipline.
F·O·D FrameworkInvestment planned against segment growth and white space. Portfolio surgery where revenue destroys value. Complexity priced rather than absorbed. Exit readiness from day one.
PE Value CreationEBITDA is an opinion. Cash is a fact. A board needs someone who can read both — and explain the difference.
Reporting line direct to the supervisory board. GE Six Sigma Black Belt. TUM ML research partnership. Restructuring and refinancing experience.
Financial Steward, Transformation Architect and AI Owner — in one role. Across four private-equity-related companies, from €250m to $1bn.
The sponsor established Transformation & AI as a standalone unit reporting directly to the CFO — not inside IT, not under the CEO, not outsourced. That is an organisational mandate, not a side project.
PE-owned quartz-composite manufacturer. Value expansion agenda built backwards from the buyer universe; growth engine identified and funded; portfolio restructured on end-to-end market P&L economics rather than reported contribution. Finance, IT and Procurement (50 FTE). The agenda is sponsor and supervisory board approved and reviewed quarterly.
Refinancing with a 7-bank consortium led from lender negotiation through to signing. Customers analysed on realised profitability at fully allocated cost and inherent complexity to serve, and the result handed to sales as a negotiating instrument: either the requirement changes or the price reflects it. AI live across three fronts: invoice automation and forecasting; ML scrap reduction with a TUM research partnership and detailed production scheduling; a sales-force agent and an inside-sales answer bot.
P&L and cash for a ~$1bn fully localised China operation across 7 entities (35 FTE Finance). Sole foreign member of the regional China board. The region contributed more than 30% of global EBIT. Treasury, FX and cross-border cash under Chinese capital controls; sale of a loss-making entity.
Built the growth path for customised resins for electrical and electronic (E/E) components. Restructured sales, built business development, introduced KAM/SFE and KPI disciplines, localised the supply chain in Singapore. COGS improved by ~20%; lead times reduced by more than 40% through improved customer forecasting and closer key-account alignment.
Profitable growth restored and the operating model modernised. Finance, IT and IR (65 FTE). +10% EBIT and market capitalisation +58% (+€85m) through pricing and leakage analytics, portfolio simplification and channel profitability. New anchor investor attracted; more than 150 investor pitches a year; pan-European e-commerce platform launched as a direct-to-consumer channel.
Co-founded a clean-air technology start-up, with the Hong Kong entity and R&D from Munich. Product developed and Series A closed. Discontinued when improving Chinese air quality removed the market.
Restructuring and portfolio simplification for a global heating and hot-water manufacturer. €24m EBITDA improvement with double-digit sales growth; more than 5% annual purchasing productivity. Backend digitisation (P2P, OTR), SAP and MS Office cloud migration.
EBITDA transparency established by product line. The reporting showed the group’s economics inverted relative to its funding: direct water heating generated effectively all profit and cash on a minimal R&D budget while its competitive position eroded, and the loss-making heat pump business absorbed the development spend. Highly profitable heat pump segments were themselves underfunded. The R&D budget and the segment focus were reallocated accordingly.
CFO, COO and FP&A roles at GE Healthcare, GE Fanuc, GE Equipment Services, GE Inspection Technologies and GE Information Technologies. CFO GE Healthcare Germany ($1bn, regulated medical technology) — one German finance organisation built out of seven separate P&L teams. CFO GE Fanuc EMEA ($500m). FP&A GE Equipment Services ($8bn). GE Corporate Audit Staff.
Integrated two publicly traded 2006 acquisitions as CFO GE Fanuc EMEA: Radstone Technology plc (LSE) end to end as the only GE executive on the ground, including ITAR export-control compliance and technology control plans, and the European operations of SBS Technologies (NASDAQ, ~$215m) — three finance organisations into one, €4.9m EBITDA from the consolidation. Sell-side: the sale of the Service & Logistics group at CompuNet, and a portfolio divestiture valued and led at Equipment Services. Full M&A cycle before the CFO seat at GE Inspection Technologies: deal model, due diligence, synergy tracking against the deal case.
SAP change management and organisational redesign for Tier 1 automotive clients. Acquisition integration and factory setup (>12,000 employees).
Three fronts: finance and administration, production and supply chain, and the customer front end. GDPR and data governance throughout.
Most AI roadmaps do not fail on the technology. They fail on the order. F·O·D structures the sequence in which investment actually releases value.
Data infrastructure, data quality, governance. Without a clean base, every AI initiative produces nothing but noise with authority. Not attractive — but the precondition.
Making existing processes more efficient. Invoice automation, knowledge kiosks, throughput optimisation. Measurable, reversible, pays for itself in the first year.
Building competitive advantage — new products, new business models. Must not happen before phases 01 and 02. Almost nobody gets this far.
End-to-end AP automation deployed in 8 weeks. Three-way match, exception routing, ERP integration. Concept to go-live within a quarter.
AI-supported knowledge hub for production staff. Technical documentation, maintenance history and work instructions, available in real time and multilingual.
Research partnership with the Technical University of Munich. Process optimisation through machine learning — recipe stabilisation, scrap reduction, process variance.
CRM-based AI agent for customer service and sales-force integration. Automated order capture, backlog management, escalation logic.
Aufsichtsrats- oder Beiratsmandat als Financial Expert i. S. d. § 100 Abs. 5 AktG — mit AI-Governance-Perspektive und Europa–China-Overlay. Für Industrieunternehmen, die einen Finanzchef im Gremium brauchen, der die Shopfloor-Realität kennt.
„Ein Board-Peer erwartet Ruhe. Keine 17-seitige Analyse des Management-Packs. Sondern drei Fragen, die das Management noch nicht gestellt hat.“
Audit-Rigour ohne Mikromanagement. Strategische Herausforderung ohne operative Einmischung. Internationale Perspektive ohne Abstraktion von der Geschäftsrealität.
Group-CFO-Erfahrung von €250M bis $1B — Konzern, Börse, Private Equity. Financial Expert i. S. d. § 100 Abs. 5 AktG. Audit-Fundament: GE Corporate Audit Staff, GE CFO Award. 150+ Investorengespräche als CFO/IR eines börsennotierten Unternehmens.
Eigene AI-Einheit aufgebaut und geleitet, direkte Berichtslinie an den Aufsichtsrat. TUM ML-Partnerschaft. Pilot-Gate-Modell: Use Cases werden gestoppt, bevor sie Budget verbrennen — Governance heißt auch Nein sagen können.
JV-Steuerung, PRC Company Law, Supply Chain Diversifikation. China als Absatz- und Beschaffungsmarkt — aus eigener Erfahrung, nicht aus Beraterperspektive. De-risking ohne De-coupling.
Restrukturierung und Refinanzierung aus erster Hand: Bankenkonsortien, unabhängige Gutachterprozesse, Szenario-Planung. Weiß, was ein Unternehmen refinanzierbar macht. Und wann eine Schließung die stärkere Entscheidung ist.
„Group CFO und Financial Expert (§ 100 Abs. 5 AktG) in einem PE-geführten Industriehersteller, mit eigener Transformation- & AI-Einheit. Track Record: Restrukturierung und Refinanzierung bis Exit-Readiness; Kapitalmarkterfahrung als Börsen-CFO. Stärken: Audit & Finance, PE Value Creation, AI-Governance, Europa–China.“
Beiträge zu Cash, Wertschöpfung und Governance — aus operativer Erfahrung, nicht aus der Beraterperspektive. Wöchentlich auf LinkedIn unter #DerWertHebel.
Angaben gemäß § 5 DDG
Ivo Huhmann
Hofbauerstr. 1
94209 Regen
E-Mail: ivo.huhmann@outlook.de
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