Technology Convergence Report 2025
Page 8 of 60 · WEF_Technology_Convergence_Report_2025.pdf
1.1 Combination
The foundation of technological synergy
At the heart of technological innovation
lies combination: the integration of discrete
complementary technologies to create something
fundamentally new. To understand this process,
it’s essential to consider granularity, or the degree
to which technologies can be analysed at the
sub-component level.
For example – artificial intelligence (AI) is a universal
term for many subcomponents such as machine
learning (ML), natural language processing (NLP),
large language models (LLMs), neural nets and
more. When progress in a technology domain like
AI occurs, it is occurring at the sub-component
level as they each evolve at different rates pushing
the technology domain forward. For instance,
from 2021 to the present, massive progress has
occurred in the NLP/LLM field which is often cited
as an advancement in AI more generally. The reality
is more nuanced; the different sub-components
– in this case graphics processing units (GPUs)
and LLMs more specifically – of a technology have
evolved at different rates to collectively push the
technology domain forward.
More importantly, when technologies combine, it is
at the sub-component level. The combination of AI
and quantum technology involves the convergence
of ML, quantum algorithms and quantum computing to create new solutions. Quantum
algorithms are used to simulate phenomena
(such as electronic structures, rovibrational spectra)
at the atomistic level, while AI/ML is used for
analyses and simulations of molecular phenomena
(macromolecular structures, intermolecular forces).
Thus, quantum ML blends models across both
scales – atomistic and molecular to derive new
insights into how materials are constructed, or how
to modify them to make them more suitable for
real-world applications.
While, in theory, many technologies can be
combined, not all combinations produce meaningful
outcomes. An observation from this work is that
the most valuable combinations tend to involve
an interlock of technologies at different maturity
levels – for example, pairing experimental
innovations with stable, scalable infrastructure.
These combinations strike a balance between
novelty and deployment readiness.
Allocating limited resources across these maturity
levels requires a disciplined approach to technology
assessment that goes beyond traditional return on
investment (ROI) calculations, requiring a balanced
portfolio approach that considers future value and
business model innovation potential.
The combination
of AI and quantum
technology
involves the
convergence of
ML, quantum
algorithms
and quantum
computing to
create new
solutions.In a rapidly evolving technological landscape,
multiple technological developments occur in
parallel, each with variable trajectories, impact
potentials and adoption timelines. This complexity
creates a fundamental strategic dilemma: which
technological developments deserve immediate
attention and investment, and which remain too
immature or isolated to drive significant business
value? The 3C Framework offers a dynamic model
for capturing the interplay of complementary
innovations and understanding how technology
creates value, through three interconnected stages:
–Combination: The integration of complementary
technologies based on their level of maturity
–Convergence: When these technological
combinations allow firms to migrate and
participate in new value chains, thus converging
existing value chains and allowing new entrants –Compounding: When value chain convergence
drives exponential adoption and cost reduction,
creating ecosystem impacts and enabling
further technological combinations downstream
This addresses how strategic value emerges from
the momentum of integration, adoption and scale,
and helps provide clarity on which combinations
offer the greatest strategic opportunities, how they
may illuminate new business models, and when
they are likely to scale and deliver returns.
By systematically analysing technology
development through the lens of combination,
convergence and compounding, organizations
can identify emerging opportunities faster, position
for advantage within evolving value chains, and
capture value adjacent to scaling technological
transformations, aligning immediate business
objectives and long-term market positioning.
Technology Convergence Report
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