AMH & Partners helps leadership teams move from AI experiments to measurable value — and helps technology companies navigate growth between Europe and APAC.
Ask where intelligence creates measurable value.
One senior partner across AI transformation, international growth and ecosystem-led execution.
Build the business case, data foundation, governance and roadmap that turns isolated AI projects into enterprise value.
Define the ICP, prioritize markets and adapt your European GTM strategy to APAC realities.
Guidance for companies expanding between Europe and Asia, with particular strength across Germany and Singapore.
Senior sales, BD and alliance support without the overhead of a full-time executive role.
The outcome is rarely decided by the model alone. It is shaped by what happens before kickoff: how well you understand the work, define value and bring people with you.
Before selecting a use case or a model, map the processes, systems, handoffs, data and exceptions your organisation actually depends on. Process-mining and automation platforms such as UiPath can help reveal the current state; your people can explain the work behind the data.
“To get real value from AI, organizations must focus on enterprise productivity, rather than just individual task augmentation.”
FOMO can send teams into pilots before they understand how work flows. Map processes, systems, data, handoffs and exceptions first. Otherwise, you risk adding AI to a broken process—and scaling the very problem you meant to solve.
Language, ambiguity and unstructured information can benefit from AI's probabilistic strengths. Repeatable, rules-based tasks may be better served by deterministic software. Compare accuracy, human review, risk and total running cost—including tokens—before choosing.
Discovery makes ROI estimates more realistic. Count implementation, integration, usage and ongoing oversight, then stress-test the assumptions. Look beyond cost reduction: AI may also support sales, service, shop-floor performance, quality and product innovation.
Set a baseline, define the outcome and choose measurable KPIs, an accountable owner and a review date at kickoff. Decide in advance what evidence is enough to continue, change course or stop—so success isn't judged by enthusiasm after the fact.
Name an executive sponsor who has the mandate, time and genuine commitment to stay involved—especially when costs rise or trade-offs appear. Protect capacity for the operational team and involve the people closest to the work in shaping the solution.
AI can create real uncertainty about roles and jobs. Communicate the purpose, timing and expected impact in plain language. Set a regular cadence, make space for questions and bring people into the work early—adoption is built with them, not announced to them.
A focused use case can prove value or solve a contained problem. A broader transformation takes more preparation and investment but can unlock connected, organisation-wide gains. Both can be right: choose deliberately, resource the approach and align stakeholders before you begin.
Before a proof of concept starts, agree a timebox, KPIs, a decision owner, success thresholds and the next step if it works. Confirm what production would require. A pilot should answer a business question—not just demonstrate that a model can run.
Putting the prediction in context: Gartner's “over 40%” figure is a forecast specifically about agentic AI projects by the end of 2027—not a claim about every AI project. Gartner cites escalating costs, unclear business value and inadequate risk controls as reasons. Read Gartner's original release.
Clear ownership. Clear economics. Clear governance. A roadmap from isolated experiments to scalable transformation.
Arnd Hungerberg brings more than 30 years of experience in sales, business development and partnerships to AMH & Partners.
“Turn technology ambition into business outcomes.”
Based in Singapore, AMH & Partners supports leadership teams and technology companies working across Europe and APAC.
Let's start with the business problem — not a pitch deck.