[ Case Study ]

Custom systems | Built into 40+ companies

CFO AI Operating System

CFO AI Operating System

Know where cash is moving, understand what is driving performance and bring a clear position to the board. CSM builds custom CFO AI operating systems that reduce reporting and close preparation while keeping financial judgement and approval with your team.

Know where cash is moving, understand what is driving performance and bring a clear position to the board. CSM builds custom CFO AI operating systems that reduce reporting and close preparation while keeping financial judgement and approval with your team.

40+ companies

40+ companies

40+ companies

CFO AI operating systems built by CSM

Cash visibility

Cash visibility

Cash visibility

See headroom and pressure points sooner

Financial control

Financial control

Financial control

Evidence, ownership and approval together

[ How it works ]

Company data and procedures inform the preparation. Finance reviews the assumptions and evidence. The CFO decides the response.

Company data and procedures inform the preparation. Finance reviews the assumptions and evidence. The CFO decides the response.

Company data and procedures inform the preparation. Finance reviews the assumptions and evidence. The CFO decides the response.

[ TL;DR ]

A clearer financial position. More time to act on it.

The CFO is accountable for more than producing the numbers. The board needs to understand performance, the business needs a credible forecast, and cash commitments need to be met. A useful answer explains what changed, what it means and which action is required. Producing that answer should not depend on another round of chasing spreadsheets and explanations.

CSM has built CFO AI operating systems into over 40 companies. We connect the agreed financial information, company procedures and AI agents into shared workflows for reporting, cash planning and month-end close. Each system follows the company’s finance responsibilities and approval requirements.

The finance team receives prepared analysis and work items with their supporting context, outstanding questions and next review step. The CFO can focus on challenging assumptions, assessing exposure and advising management, with a clearer route back to the information behind the answer.

Client names and financial records remain confidential under NDA. The approach described here is delivered client work: reducing repeated preparation, improving access to financial context and retaining the knowledge needed to operate the finance function when workloads grow or people change.

• Cash visibility: understand receipt timing, headroom and the decisions ahead.

• Finance capacity: spend less time assembling information for reporting and close.

• Financial control: keep evidence, review responsibilities and approvals with the work.

[ The Challenge ]

The board needs an answer. Finance is still assembling the evidence.

Revenue has moved away from forecast. A major receipt is delayed. The board pack is due, and the controller is still resolving close items. The CFO needs to explain whether a movement is timing, underlying performance or something that requires management action. That explanation depends on information held across the team.

The work behind the answer is often familiar: find the current figures, reconcile competing versions, establish which assumptions changed and obtain the supporting detail. The same capable people repeat that preparation for a management meeting, cash review and investor question, while the next reporting deadline approaches.

The cost is slower decision-making and scarce finance capacity absorbed by assembly. If cash pressure is identified late, there is less time to act. If an explanation is incomplete, management may commit resources before finance has established the full position. Extra speed has value only when the answer can be supported.

The dependency is personal as well as procedural. A controller may hold the close logic, a finance manager the forecasting model, and the CFO the context behind past decisions. A growing business needs that knowledge available within a repeatable process, with clear responsibility for checking and using it.

[ What CSM Built ]

Connect the information behind reporting, cash and close

CSM builds a custom operating system around the finance team’s existing processes and agreed sources. Financial records, spreadsheets and supporting documents feed the preparation. Company policies, reporting definitions and review responsibilities establish how that information should be used.

Shared workspaces organise reporting, cash and treasury, collections, forecasting and close work. Specialist agents take on defined preparation tasks. The scope is agreed for each business, so the system supports its operating needs and the tools already used by the team.

Omnia provides a conversational route into that work. A question about the 13-week cash outlook connects to the forecast and its assumptions. A close item brings the proposed treatment, supporting evidence and outstanding review together. The dashboard helps the team see priorities and what needs attention.

For the CFO, the useful output is a position that can be challenged: the relevant information, the basis of the analysis, what remains uncertain and who owns the next step. The system reduces the effort needed to assemble that context before a decision.

We configure the reporting calendar, materiality rules, cash thresholds and approval boundaries around the company. Finance retains ownership of the accounts, forecast assumptions and decisions. AI carries more of the preparation within that agreed framework.

[ Preparing the Week ]

Walk into the management meeting with the position prepared

The board pack, close timetable and cash review draw on overlapping information. A CFO operating system brings that preparation into a shared process, with the reporting deadline and decision in view. The objective is to reduce the recurring effort of assembling the position so the team can spend more time explaining it.

01

Start with the decision. Identify the reporting deadline, meeting or finance question and the information needed to address it. Keep the preparation focused on what management needs to understand, rather than producing another report without a clear purpose.

02

Assemble the current position. Bring the agreed records, explanations and open items together. Distinguish the reporting period, available information and outstanding inputs, so reviewers know what the briefing is based on and where clarification is still needed.

03

Prepare the briefing. Assemble draft analysis and commentary using the company’s reporting format. Keep the supporting context alongside the conclusions and identify assumptions that need confirmation before the material is used in a board pack or investor discussion.

04

Review and assign the response. Route the preparation to the responsible finance colleague. Confirm what can be relied on, resolve material questions and identify which issue needs a management decision, with an owner for the next action.

The meeting can centre on the implications for the business: what changed, whether the forecast remains credible and what management needs to do. Finance has a stronger basis for the discussion and less repeated work getting the same information into a usable form.

[ A Cash Question to a Decision ]

Understand liquidity headroom before a delayed receipt becomes urgent

An adequate quarter-end balance can conceal a cash shortfall in an earlier week. For the CFO, the question is whether the business can meet its commitments throughout the period. The system connects the cash outlook to expected receipts, payment timing and the assumptions that need review. This worked example uses explanatory figures to protect client confidentiality.

01

Establish the base forecast. Take a 13-week cash forecast with a lowest weekly balance of €92,000. Review that low point against the company’s operating cash requirement. The timing of available cash matters as much as the balance at the end of the forecast.

02

Test the receipt assumption. Move an expected €18,000 customer payment two weeks later. Keep the revised timing distinct from the base case, so the CFO can challenge the collection assumption and understand which receipt creates the exposure.

03

Show the headroom impact. In this example, the lowest balance falls to €74,000 against a €75,000 internal cash floor. That leaves a €1,000 shortfall at the pressure point. The size and timing of the gap give the team a specific issue to address.

04

Separate timing from the overall position. The receipt still arrives within the 13 weeks, leaving ending cash unchanged. The risk sits in the intervening weeks. Looking only at the final balance would miss the period when the business falls below its internal threshold.

05

Prepare the management response. Bring the changed assumption and supporting information into the cash review. The CFO can consider a collections escalation or contingency response, confirm who owns the action and decide what needs to happen before the low point.

The value is a clearer view of liquidity and more time to manage it. The CFO can see which assumption creates the gap and challenge the response while options remain available. The system supports the assessment; the finance team remains responsible for the forecast and any action taken.

[ Month-End Close ]

Reduce the preparation around close without weakening the review

Closing the period means establishing a financial position the business can rely on. The controller needs complete support, consistent treatment and a clear view of unresolved items. A service accrual illustrates the work the system prepares: the proposed entry, the relevant period and the evidence needed to assess it.

01

Prepare the accounting proposal. Assemble the service accrual from the agreed records and procedures, including the amount, expense treatment and liability entry. The reviewer receives a proposal to assess against the underlying transaction and the company’s accounting policy.

02

Attach the supporting basis. Bring the contract and service confirmation together with the entry. The controller can examine whether the service relates to the period and whether the amount is supported, with less time spent locating the documentation.

03

Review the treatment. Check the calculation and that debit and credit balance, then assess the period, classification and recognition. A balanced entry does not establish that the accounting is correct. Professional judgement remains part of completing the close.

04

Resolve the open items. Keep the review status and unanswered questions with the proposal. The team can distinguish work awaiting evidence from items prepared for approval, and progress the specific issue holding up completion.

05

Advance through the agreed approval. The authorised finance colleague approves the treatment before the work moves to completion. Any posting permission or connection to the accounting system follows the controls defined for that company’s implementation.

The controller spends less time assembling a review file and more time assessing the substance. The CFO has a clearer view of outstanding work as the reporting deadline approaches. This is how preparation capacity supports the close: evidence and responsibility remain connected while repeated gathering and handover work is reduced.

[ Review and Completion ]

Be able to stand behind the numbers and the process

A CFO is accountable for the information management relies on. AI preparation therefore needs a clear basis, a visible review status and defined authority. We agree those requirements with the finance team, so responsibility stays clear as agents carry more of the repeatable work.

01

Substantiate the conclusion. Check the source records, reporting period, calculation and assumptions. Identify missing or conflicting information and assess whether it changes the conclusion. The reviewer needs enough context to support the answer, not just a well-written explanation.

02

Establish what has happened. Distinguish draft analysis, a proposal awaiting approval and a completed action. Keep outstanding issues visible. This lets the team understand what can be used in the reporting position and what still requires work.

03

Keep authority with the right person. Define who can approve an accounting treatment, amend a forecast assumption or authorise the response to a cash issue. Access permissions and review steps reflect the company’s finance responsibilities.

We configure the process around the company’s materiality, access and approval rules, including how exceptions and incomplete information are handled. Finance checks the output against its supporting basis before relying on it. The benefit is greater preparation capacity within a process the CFO can oversee, with sensitive information restricted to agreed users.

[ Knowledge & Enterprise Value ]

Build a finance function that retains its operating knowledge

The reporting pack depends on one finance manager. The cash model depends on a particular analyst. The controller remembers the treatment of an unusual transaction. Those individuals bring valuable expertise, but the business also needs to preserve the procedures and context around their work.

When a key person leaves or is unavailable, the reporting timetable still has to be met. The remaining team must understand the definitions, assumptions and review steps while keeping close and cash management moving. Undocumented knowledge makes that transition harder.

A shared operating system brings documented procedures, reporting definitions and approval responsibilities into the process. Work items retain their supporting information and outstanding decisions, so a colleague can pick up the work with a clearer understanding of its basis.

This helps the finance team build consistency across recurring cycles and handovers. Reviewed corrections can inform company instructions and reference material. Changes to accounting policy, permissions and approval limits remain deliberate decisions owned by the business.

For the CFO, the value is resilience and capacity to scale. A growing workload should not require the same experienced people to recreate every explanation or handover. More of the repeatable preparation can follow an agreed method, with skilled colleagues focused on judgement and exceptions.

That strengthens the operating foundation behind enterprise value. The company retains more of the knowledge needed to produce and explain its financial position, with clearer accountability through staff changes. Its finance capability becomes more transferable and less dependent on personal memory.

[ Results ]

Delivered finance systems with a clear commercial purpose

CSM has built CFO AI operating systems into over 40 companies, configured around their finance processes, information sources and responsibilities. Client names and financial records are protected by NDA. The systems address three practical requirements: finance capacity, visibility of cash pressure and continuity of the operation.

More capacity for analysis and business partnering

Reduce recurring effort spent gathering support, assembling reporting material and explaining work already discussed elsewhere. The team starts closer to a reviewable position, leaving more capacity to challenge performance, maintain forecasts and advise management on the decisions ahead.

A clearer basis for cash decisions

Keep receipt assumptions, forecast timing and pressure points together. The CFO can understand where headroom is exposed, challenge the basis of the forecast and decide who should act. Better access to that context supports a more deliberate response to cash risk.

Continuity with financial control

Bring procedures, evidence and review responsibility into a shared process. The team can progress work across roles while the company retains more of its finance knowledge. Clear boundaries preserve human responsibility for the accounts and decisions.

The investment case starts with the effort and delay in your current process. Useful measures include preparation and review time, unresolved close items and how quickly a changed cash assumption reaches the responsible person.

We agree the scope around the finance outcome that matters to your business, then build the workflows and controls needed to support it. The objective is a finance function with more capacity to explain the position and act on it.

[ Finance operations ]

Which finance bottleneck is slowing your next business decision?

Which finance bottleneck is slowing your next business decision?

Which finance bottleneck is slowing your next business decision?

Bring a recent reporting pack, close process or cash forecast. We’ll examine where your team repeats preparation, which information takes too long to establish and where knowledge depends on individuals. Then we can define a custom CFO operating system around your reporting requirements, financial controls and commercial priorities.

Bring a recent reporting pack, close process or cash forecast. We’ll examine where your team repeats preparation, which information takes too long to establish and where knowledge depends on individuals. Then we can define a custom CFO operating system around your reporting requirements, financial controls and commercial priorities.

Ready to build your growth strategy?

Book a 30-minute call to explore how strategic clarity and digital transformation can unlock smarter, faster growth.

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Ready to build your commercial growth strategy?

Book a 30-minute call to explore how strategic clarity and digital transformation can unlock smarter, faster growth.

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We build the growth systems behind your business.

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©2026 CSM, All Rights Reserved

Ready to build your commercial growth strategy?

Book a 30-minute call to explore how strategic clarity and digital transformation can unlock smarter, faster growth.

Three professionals smiling while walking outside office building – CSM consultation call-to-action banner.

We build the growth systems behind your business.

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Instagram Icon
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©2026 CSM, All Rights Reserved

Ready to build your commercial growth strategy?

Book a 30-minute call to explore how strategic clarity and digital transformation can unlock smarter, faster growth.

Three professionals smiling while walking outside office building – CSM consultation call-to-action banner.

We build the growth systems behind your business.

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©2026 CSM, All Rights Reserved