01 Prepare for uneven progress
The most useful 2035 scenarios do more than change the assumed speed of technology. They change the relationship between what technology can do and what an enterprise can responsibly turn into value.
Koko uses two uncertainties: the commercial usefulness of frontier capabilities and the enterprise’s readiness to deploy them. Readiness includes data, knowledge, skills, authority, operating change and counterparties. Across all four futures, the CFO must protect, create and orchestrate enterprise value. Trusted Finance—reliable information, accountable decisions, controlled execution and credible outcome evidence—remains a condition for that mandate. The resulting four scenarios carry no assigned probabilities. They are decision tools, not forecasts.
KPMG and WEF map interdependent frontier domains, while the finance literature describes persistent deployment constraints. The combination supports scenario planning. It does not establish a universal adoption curve or a date for commercial quantum advantage. KPMG ↗ World Economic Forum ↗ BearingPoint ↗
02 Four different capital environments
| Scenario | Technology and enterprise conditions | CFO value mandate | Capital posture |
|---|---|---|---|
| Compounding enterprise | Frontier capabilities become commercially useful; the enterprise can absorb them. | Protect financial integrity as delegation grows; expand value creation and coordinate reusable capabilities. | Scale proven value streams; keep context and exit rights portable; invest ahead of demonstrated bottlenecks. |
| Stranded intelligence | Capability improves rapidly; data, controls, skills or incentives lag. | Protect cash and confidence while repairing the gaps that strand potential value. | Redirect marginal spending to integration, knowledge, ownership and workforce readiness; halt duplicate pilots. |
| Disciplined optionality | Progress is slower or costlier; the enterprise has strong foundations. | Protect resilience, create value with current methods and preserve coordinated options. | Improve existing processes; buy selective learning and access; avoid speculative fixed commitments. |
| Fragmented progress | Technology disappoints or is constrained; the enterprise is also unready. | Protect cash and trust, recover value through simplification and coordinate essential repairs. | Simplify the portfolio; repair critical foundations; favor limited commitments and resilient providers. |
These are not grades assigned to whole companies. A manufacturer could be compounding in document-heavy finance work, stranded in cross-site robotics and exercising disciplined optionality in quantum research at the same time.
03 Compounding enterprise
Trusted Finance condition: keep financial records reconciled and consequential actions traceable as delegation grows. Test recovery before expanding the operating scope.
In this future, capable agents act through interoperable applications; physical AI improves selected operating tasks; and simulation supports more commercial and capital decisions. Reusable data and knowledge products allow an improvement in one workflow to inform another. Human leaders retain accountability for trade-offs and consequential choices.
The CFO’s work expands toward the design of enterprise economics. A pricing decision can consider capacity, service burden, cash timing and risk. Capital planning can compare a workforce redesign, an autonomous asset and a sourcing alternative using a common view of outcomes. Finance helps coordinate those choices and verifies the result.
What to do now: build reusable context for one valuable cross-functional decision; test the ownership and economics of a second use; design explicit delegated authority. Buy the ability to scale a successful pattern.
What earns acceleration: benefits repeat across operating conditions and sites, rework remains controlled and reusable components reduce the cost of the next deployment. What changes the view: dependence, oversight burden or customer response erodes the incremental return.
The risk is concentration. If one supplier controls the context, orchestration and evidence, changing providers may become expensive even if underlying models are easy to replace. Official platform directions from SAP, Salesforce and Microsoft make the ownership question concrete, but do not prove this scenario will prevail. SAP ↗ Salesforce ↗ Microsoft ↗
04 Stranded intelligence
Trusted Finance condition: restrict affected delegation until information, authority and control gaps are repaired and independently challenged. Protect cash and stakeholder confidence while fixing the bottleneck.
This is the uncomfortable future in which the technology works and the investment still disappoints. Different functions buy agents; definitions remain inconsistent; unresolved exceptions pile up; employees lack authority to act; reviews absorb the time supposedly saved.
The CFO can mistake a growing collection of successful demonstrations for enterprise progress. The remedy is a portfolio reset: identify the business decisions that justify investment, remove duplicate tools and fund the missing capability that prevents accepted outcomes.
What to do now: measure review and correction effort, establish shared policy and data owners, and give one operating leader responsibility for the entire outcome. Require a workforce plan before booking an efficiency benefit.
What earns acceleration: shared data products are reliable, employees use the redesigned workflow and results improve after operating changes. What changes the view: persistent poor economics after credible remediation should trigger stopping, not another transformation label.
BearingPoint’s execution-gap research, the Hackett Group’s governance and capability agenda, and Protiviti’s emphasis on coordination provide relevant current evidence. They describe different samples and approaches; none establishes the probability of this scenario. BearingPoint ↗ The Hackett Group ↗ Protiviti ↗
05 Disciplined optionality
Trusted Finance condition: sustain reporting integrity, liquidity discipline and tested controls. Keep experiments bounded, assumptions visible and commitments reversible where practical.
In this future, capable companies face slower technical progress, expensive integration, scarce energy, difficult regulation or limited counterparty adoption. Some agentic workflows succeed, while broader physical autonomy or quantum advantage remains narrowly useful.
The CFO is rewarded for preserving options without turning every uncertainty into an open-ended program. Reliable information, clear decision rights and a skilled workforce remain valuable even when a particular technology fails to meet expectations.
What to do now: maintain targeted partnerships, use competitive trials and preserve portability. Improve decisions with simpler models where those perform well. Pursue post-quantum security readiness according to exposure and migration requirements, independently of the business case for quantum computing.
What earns acceleration: a use case exceeds a classical or conventional comparator on relevant economics, or infrastructure and counterparties remove a specific adoption constraint. What changes the view: repeatedly missed milestones without useful learning should close the option.
NIST’s security work, DARPA’s effort to evaluate quantum utility and IEA’s examination of energy constraints are useful checks on an indiscriminate acceleration narrative. NIST ↗ DARPA ↗ International Energy Agency ↗
06 Fragmented progress
Trusted Finance condition: restore reliable financial information and critical controls first. Preserve the ability to operate and recover while simplifying the investment portfolio.
Technology and organizational constraints reinforce each other. Vendor capabilities remain incompatible, capital gets more selective and the enterprise lacks the data or operating discipline to make confident choices. Multiple platforms compete to become the control point while local teams develop workarounds.
The CFO’s priority is to keep the business able to respond. Protect liquidity, simplify systems, maintain key expertise and repair the information needed for a small number of material decisions. Pause initiatives whose economics depend on several unresolved assumptions arriving together.
What to do now: review concentration and exit exposure, remove redundant subscriptions, test continuity and map the minimum viable data and control foundation. Retain bounded experiments where they can resolve a material uncertainty affordably.
What earns acceleration: a dependable workflow, clear ownership and an acceptable cost base emerge. What changes the view: improving technology without organizational readiness moves the enterprise toward stranded intelligence, not directly toward compounding value.
07 Signals that should move money
Use this as a decision template. Set numerical thresholds and owners for the actual company before funding; none of the examples below is a universal benchmark.
| Signal | Evidence to collect | Decision it can change |
|---|---|---|
| Commercial usefulness | Accepted outcomes against the best practical alternative, including all operating costs. | Scale, redesign or stop the use case. |
| Data and knowledge reliability | Definition disputes, stale rules, service failures and repeated exception causes. | Fund a shared product, repair knowledge or delay greater autonomy. |
| Workforce absorption | Demonstrated proficiency, adoption and time spent correcting or reviewing output. | Redirect training, redesign roles or revise the capacity benefit. |
| Trusted Finance | Material reporting errors, unresolved reconciliations, liquidity stress, stale decision inputs and breaks in approval or execution evidence. | Restrict affected delegation, fund remediation and revalidate the operating boundary before expansion. |
| Authority and control | Unauthorized attempts, policy breaches, evidence gaps and recovery results. | Narrow delegated actions or expand them after review. |
| Infrastructure and counterparts | Delivered capacity, cost volatility, bank participation and supplier interoperability. | Change sourcing, defer irreversible assets or activate a partnership. |
| Strategic response | Customer willingness to pay, competitor outcomes and shifting industry profit pools. | Reallocate growth investment or revisit the business model. |
The frontier portfolio should also include the cost of waiting. A narrowly positive short-term ROI project may deserve less capital than a foundation that preserves future competitiveness. Equally, an attractive strategic story does not excuse indefinite spending without learning. Record both the opportunity at risk and the next decision the investment will make possible.
08 The board conversation
Ask management to bring one contested investment to each scenario review. Show what has to be true for it to create value; what evidence supports those assumptions; how it performs across the four futures; what can be staged; and what would make management change course.
The CFO’s 2035 mandate remains stable across very different technological futures: protect, create and orchestrate enterprise value. Trusted Finance gives the board confidence in both the information and the execution. Management can then take informed risks, verify results and redirect resources before its assumptions become liabilities.