AI Value Canvas guide

Value & Cost: Make the Viability Case

Define credible outcomes, costs, unit economics, and build-buy-partner choices.

The Value & Cost (Viability) domain asks a direct question: does this create more value than it costs?

Answer it before committing to build. A positive-looking proposal is not yet a viable one if its value has no baseline, its adoption assumption has no owner, its run costs are omitted, or its delivery choice has no exit plan.

This guide covers three connected Canvas elements:

  • Value & Metrics of Success — the measurable change the project is meant to create.
  • Cost Drivers — the full cost to build, operate, govern, support, and eventually change the solution.
  • Build / Buy / Partner — the delivery choice that best fits the organization’s capability, differentiation, data control, and time horizon.

Use this page for an Experiment, Pilot, or Scale initiative. The evidence and budget should increase with the Horizon; the discipline does not change.

Start with accountable context

A viability case needs named people and a realistic operating context before it needs a spreadsheet.

Canvas metadataWhat to record for the viability case
Strategic IntentThe specific organizational objective, its measurable baseline, measurable target, and deadline; and the named workflow or decision the project will improve.
Project OwnerOne named executive sponsor, project lead, technical lead, business owner, adoption owner, budget holder, and operating owner. Record each person’s decision rights, required cross-functional handoffs, and escalation path if a handoff fails. The budget holder’s authority must cover the current Horizon release of funds, acceptance of the documented downside exposure, and approval of any exit or transition spend. The operating owner is accountable for support, monitoring, incidents, model updates, and budget stewardship after launch; the adoption owner is accountable for changing the workflow, enabling users, and reporting adoption.
HorizonExperiment, Pilot, or Scale, with the decision gate, context-specific budget band, and success criteria for that stage. Do not use Scale-level benefits to justify an Experiment budget without stating the assumptions between them.
Organizational ReadinessA 1–5 score for leadership commitment, change capacity and skills, and data infrastructure maturity. Record the evidence behind each score and, for every material gap, the remediation owner, deadline, and effect on the gate decision.

Use these 1, 3, and 5 anchors rather than impressions; assess 2 and 4 as evidence-supported positions between them.

Readiness dimension135
Leadership commitmentNo named accountable sponsor or decision forum.A named sponsor participates in regular decisions and has allocated current-stage resources.Leaders have committed the operating ownership and resources needed to sustain the solution at its intended Horizon.
Change capacity and skillsNo named change capacity, role-specific enablement, or support capability.A named change lead has planned the capacity, skills, and enablement needed for the current stage.The affected functions can sustain the changed workflow, training, support, and improvement work at the intended Horizon.
Data infrastructure maturityRequired data access, quality, ownership, or controls are unknown or unavailable.Required data access and controls are tested for the current stage, with known quality limits and owners.Data, controls, monitoring, and stewardship can reliably sustain the solution at the intended Horizon.

A low readiness score is not a reason to hide the project. It is a decision input: test readiness, reduce the scope, invest in the missing capability, or defer the project. Record the owner and due date for the chosen response, and do not advance a gate whose unresolved gap makes the current Horizon scope unsafe or unoperable.

Element: Value & Metrics of Success

Complete a mandatory Value Case Card

Do not call a value claim complete until every field in this card has an answer. Keep the card with the Canvas and update it at every gate.

Required fieldWhat to write
Value statementThe business or user outcome to change, in plain language. For example: “Reduce the time to prepare an approved case summary without reducing required review.”
BaselineThe current measured level of the outcome, including the period and method used to measure it. “We think it is slow” is not a baseline.
TargetThe intended level of the same measure by a stated date or Horizon gate.
UnitThe unit that makes baseline and target comparable: minutes per case, Malaysian ringgit (RM) per completed case, percentage of eligible users, errors per 100 cases, or another defined unit.
Eligible scopeWhich users, cases, workflows, locations, or decisions count. State exclusions and the denominator for each adoption, penetration, and value measure.
Eligible-user adoptionThe proportion of eligible users who use the solution in a defined period: users who use it ÷ eligible users. Name the adoption owner and the evidence for the assumption.
Workflow penetrationThe proportion of eligible cases or workflow steps completed through the solution: solution-completed cases or steps ÷ eligible cases or steps. This, rather than user adoption alone, drives completed-case volume and benefits.
Benefit realizationThe baseline-to-target calculation; RM value-conversion method; cash or non-cash classification; realization timing; evidence source; Finance and business acceptance; and the named realization owner.
Time horizonWhen the target is expected to be reached and how long the benefit is expected to last. Separate a Pilot result from a 24-month Scale assumption.
OwnerThe named business owner accountable for the outcome, not only the technical lead.
Data sourceThe named system, report, study, or collection method that supplies the baseline and subsequent measurement. Record known data-quality limits.
Measurement cadenceHow often the team checks the measure: for example, weekly during a Pilot and monthly after launch. State who reviews it and what action a missed target triggers.

A completed card makes a claim testable. It prevents teams from multiplying an estimated benefit by all possible users when only part of the eligible scope will use the solution.

Track three separate metric groups

A useful metric set distinguishes whether people are using the solution, whether the intended outcome is improving, and whether the solution remains trustworthy and safe. Do not allow a strong result in one group to cancel a warning in another.

Metric groupQuestion it answersExamples to adapt
Leading metricsAre intended users adopting the new workflow, and is the workflow actually being completed through the solution?Eligible-user adoption, workflow penetration, completed-task rate, time to complete a review, percentage of outputs accepted for review, training completion.
Outcome metricsIs the project changing the business or user outcome in the Value Case Card?Cycle time per eligible case, RM cost per completed case, rework rate, error rate, conversion, or a defined quality measure.
Trust and safety metricsIs the solution creating unacceptable risk, poor decisions, or loss of user trust?Human override rate with reason, substantiated complaints, policy or guardrail violations, unsupported-output findings, sensitive-data handling incidents, and unsafe tool-action attempts.

Define each metric before launch: its numerator, denominator, data source, owner, cadence, baseline, target, and escalation threshold. A technical measure such as model accuracy may be useful for operation, but it is not by itself a business outcome. Likewise, high usage does not demonstrate value if the outcome metric does not move or trust and safety signals worsen.

Make the adoption assumption conservative

For an initial business case, AVC conservative planning guidance is 20–30% eligible-user adoption, not broad use from day one. This is distinct from workflow penetration: user adoption measures who uses the solution, while workflow penetration measures the share of eligible cases or steps completed through it and therefore drives benefit volume. Use a named adoption owner, usually the business owner or a delegated change lead, who can change the workflow, arrange training and support, remove local blockers, and report both measures by user group.

Model 20%, 25%, and 30% eligible-user adoption in the initial planning case, with an explicit workflow-penetration assumption for each. Before accepting the case, run at least these downside tests:

Minimum downside testWhat changesWhat to examine
Half expected volume/adoptionHalve expected completed volume, or the adoption and workflow-penetration assumptions that produce it, while retaining fixed run costs.Unit cost, monthly net benefit, cash payback, and whether the solution remains sensible at lower demand.
Build cost +30%Increase total build cost by 30%.Funding requirement, payback, and whether the budget holder accepts the additional cash need.
Value per completed case −20%Reduce realized value per completed case by 20%.Whether benefits are still material after the adjustment.
Combined downside caseApply half expected volume/adoption, build cost +30%, and value per completed case −20% together.Whether the combined case changes the Horizon, scope, delivery choice, or decision.

Also test delay to benefit recognition until adoption and workflow changes are in place, and any material run-cost change. These are planning cases, not predictions. Record the assumptions, the person who owns each assumption, and the evidence that would update it. If the case only works at high adoption or immediate benefit realization, label that dependency clearly and test it before scaling.

Complete an adoption plan

Before the decision gate, record the affected roles and the roles likely to resist or be disadvantaged; the workflow change for each; role-specific mitigations such as training, approvals, workload changes, or incentives; named champions; and the support route for questions, defects, and escalation. The adoption owner keeps this plan current and reports eligible-user adoption and workflow penetration separately.

Element: Cost Drivers

Count build costs and run costs

Separate one-time build costs from recurring run costs, and classify each as both an incremental cash cost and, where relevant, an economic cost. Classify each external invoice as an incremental cash cost and include it in the economic-cost view unless that would double-count another cost. Value internal effort that displaces other work using a documented opportunity-cost method, even where it produces no additional cash outflow. For a public-sector reference on opportunity cost, see HM Treasury, The Green Book (2026).

Build costs: incurred to reach the intended HorizonRun costs: incurred to keep the solution useful and safe
Discovery, workflow design, and user researchModel or platform usage, hosting, and licenses
Integration, security design, and testingMonitoring, evaluation, incident response, and model updates
Data access, preparation, labeling, and evaluation dataData refresh, quality checks, and access administration
Guardrails, legal, privacy, compliance, and assurance workGovernance, audit evidence, legal or compliance review
Product, engineering, procurement, and vendor setupUser support, training refresh, workflow ownership, and change support
Initial training, communications, and launch supportVendor management, dependency management, and migration readiness

For a multi-step or agentic workflow, identify and cost the evaluation, approval, logging, retry, permission, and monitoring controls required by its risk assessment and operating design. Do not leave applicable controls uncosted. Also set a limit for the cost of one completed task and define what happens when the limit is reached.

Calculate unit economics at expected and half volume

Use a unit that matches the Value Case Card, such as a completed eligible case or an approved decision. Calculate both the incremental cash cost and the full economic cost, including documented displaced internal capacity where material.

Monthly cash run cost = fixed cash platform and operating costs
                       + (variable cash cost per completed case × completed cases)

Monthly economic run cost = monthly cash run cost
                           + valued displaced internal effort and other non-cash economic costs

Cash unit cost = monthly cash run cost ÷ completed cases
Economic unit cost = monthly economic run cost ÷ completed cases

Monthly gross value = realized value per completed case × completed cases

Monthly net benefit = accepted monetized benefit − monthly economic run cost

Calculate these at the expected completed volume and at half that volume. Fixed costs should not be cut in half unless there is a documented reason they would fall. Compare both relevant unit-cost views with the realized value per completed case; a solution that loses money on an economic basis at a plausible volume needs a different design, scope, delivery choice, or decision.

A 24-month financial model that decision-makers can read

Build actual 24-month cases in monthly rows: Month 0 for setup, then Months 1–24 for operation. The model must show a month-by-month eligible-user adoption ramp, workflow-penetration ramp, and benefit-realization ramp; do not assume a flat 24-month result unless the evidence supports each month. Keep source assumptions in a separate, dated assumptions tab or section.

Enter incremental cash costs and economic costs as positive inputs, then subtract the applicable costs in the cash-flow and net-benefit calculations. An internal cost that displaces other work belongs in economic cost even when it creates no new cash payment. Use the following fields in each row.

FieldMonth 0Each month 1–2424-month total / decision use
Eligible usersUsually zero or not applicableUsers in the stated scopeDenominator for eligible-user adoption.
Eligible-user adoptionUsually zeroUsers who use the solution ÷ eligible usersShows who has adopted; it is not completed-case volume.
Eligible volumeUsually zero or not applicableEligible cases or workflow steps in the stated scopeDenominator for workflow penetration.
Workflow penetrationUsually zeroCases or steps completed through the solution ÷ eligible cases or stepsShows the workflow share that can produce benefit.
Completed casesZeroEligible volume × workflow penetrationDrives variable cost and potential benefit.
Benefit-realization rateZeroMonth-specific portion of the baseline-to-target value recognized after workflow changeMakes the timing of benefit realization explicit.
Build cash cost (positive input)Setup expenditure paid that monthFurther build or change expenditure, if anyCash required to reach and maintain the Horizon.
Build economic cost (positive input)Build cash cost plus valued displaced internal effort or other non-cash economic costFurther build or change economic cost, if anyFull economic cost of reaching the Horizon.
Run cash cost (positive input)Zero or setup-related run costPlatform, model use, operations, support, governance, and other incremental cash costsThe monthly operating cash requirement.
Run economic cost (positive input)Run cash cost plus any valued non-cash economic costRun cash cost plus valued displaced internal effort and other non-cash economic costFull economic cost of continued operation.
Realized cash benefitZero unless it is actually realizedCash benefit recognized that month, based on completed cases and the benefit-realization rampUsed for cash flow and payback. Do not treat saved staff time as cash unless the organization has a defined way to realize it.
Other accepted monetized benefitZeroValidated capacity, quality, risk, or other benefit that is valuable but not cash in that monthUsed for net benefit only when the valuation method is stated and accepted.
Net cash flowrealized cash benefit − build cash cost − run cash costrealized cash benefit − build cash cost − run cash costShows funding and liquidity impact.
Cumulative cash flowMonth 0 net cash flowPrior cumulative cash flow + current net cash flowDetermines payback.
Net benefitrealized cash benefit + other accepted monetized benefit − build economic cost − run economic costrealized cash benefit + other accepted monetized benefit − build economic cost − run economic costShows economic value, which can differ from cash flow.

Use these definitions consistently:

  • Cash flow in this Canvas model shows the timing of realized cash benefits and incremental cash payments. It answers: “How much funding is needed, and when?” This is a planning convention; for the formal accounting definition of cash flows, see International Accounting Standards Board, IAS 7: Statement of Cash Flows (2026 issued edition).
  • Net benefit in this Canvas model is total accepted, monetized benefit less total economic cost. It may include a validated non-cash capacity benefit and valued displaced effort, so it is not automatically the same as cash flow.
  • Return on investment (ROI) in this Canvas model is (cumulative net benefit ÷ cumulative total economic cost) × 100. State the time period, valuation basis, and cost categories included. This model convention is not a cash-payback date.
  • Payback in this Canvas model is the first month in which cumulative cash flow is zero or positive. If it does not occur within 24 months, say so rather than extrapolating it away.

Do not combine these labels. A project can show a positive net benefit while needing funding for longer, or show apparent time savings without a realized cash benefit.

Horizon-neutral, simplified illustrative RM calculation

The following is a worked arithmetic example, not a forecast, benchmark, or Horizon-specific budget. It uses RM (Malaysian ringgit) and assumes that each RM10 of value per completed case is realized as cash in the same month. It uses a steady-state monthly volume and immediate benefit realization solely to illustrate the arithmetic; an actual case must use the required month-by-month adoption, workflow-penetration, and benefit-realization ramps, and replace every input with the Value Case Card’s measured baseline, target, scope, and evidence.

Assumptions

  • Eligible scope: 12,000 cases per month.
  • For this simplified volume illustration, workflow penetration is 25%; eligible-user adoption is not modelled, and expected completed volume is therefore 12,000 × 25% = 3,000 cases per month. An actual case must model the 20–30% eligible-user adoption planning guidance separately from workflow penetration.
  • Value: RM10 realized cash value per completed case, with immediate benefit realization in every illustrated month.
  • One-time build cash cost in Month 0 (positive input): RM130,000.
  • Monthly fixed run cash cost (positive input): RM3,000 platform + RM5,000 operations and monitoring + RM2,000 adoption support = RM10,000.
  • Variable run cash cost (positive input): RM2 per completed case.
  • No displaced internal effort is assumed in this simple illustration, so cash and economic costs are the same. An actual case must show any difference.
ScenarioExpected volumeHalf volumeBuild cost +30%Value/case −20%Combined downside
Completed cases per month3,0001,5003,0003,0001,500
Monthly run costRM16,000RM13,000RM16,000RM16,000RM13,000
Run cost per completed caseRM5.33RM8.67RM5.33RM5.33RM8.67
Monthly gross valueRM30,000RM15,000RM30,000RM24,000RM12,000
Monthly net benefit before build costRM14,000RM2,000RM14,000RM8,000−RM1,000
Build costRM130,000RM130,000RM169,000RM130,000RM169,000
24-month total costRM514,000RM442,000RM553,000RM514,000RM481,000
24-month gross valueRM720,000RM360,000RM720,000RM576,000RM288,000
24-month net benefitRM206,000−RM82,000RM167,000RM62,000−RM193,000
24-month ROI40.1%−18.6%30.2%12.1%−40.1%
Cash paybackMonth 10No payback in 24 monthsMonth 13Month 17No payback in 24 months

Under the example’s cash-realization assumption, expected-volume cumulative cash flow is −RM130,000 + (9 × RM14,000) = −RM4,000 at the end of Month 9 and −RM4,000 + RM14,000 = RM10,000 at the end of Month 10. For the other cases, payback follows the same monthly net-cash-flow calculation: RM169,000 build cost at RM14,000 per month reaches payback in Month 13; RM130,000 build cost at RM8,000 per month in Month 17; and the half-volume and combined cases do not repay within 24 months.

The purpose of the downside cases is not to reject every lower-volume project. They show the dependency openly. The team may decide to rescope, lower fixed run costs, increase validated value per case, select a different delivery option, or keep the work at a smaller Horizon.

Element: Build / Buy / Partner

Build / Buy / Partner is a viability decision, not only a technical procurement decision. Compare every viable option, including retaining the current process or stopping the initiative where relevant, against the same scope, demand cases, time horizon, and cash/economic cost basis. A lower first-year invoice can still have a higher lifecycle cost or a dependency that is unacceptable for the workflow.

Decision criterionBuildBuyPartner
Lifecycle costCost internal product, engineering, security, operations, maintenance, and eventual replacement.Cost subscription or usage fees, configuration, integration, governance, support, price changes, and migration.Cost partner fees, internal product ownership, knowledge transfer, ongoing support, and transition or replacement.
CapabilityFits when the organization can credibly build, operate, evaluate, and support the needed capability.Fits when the product meets the required workflow and controls with limited customization.Fits when external expertise is needed while internal capability is being built or retained.
DifferentiationConsider when the workflow, data use, or user experience is a material source of differentiation.Consider when the need is common and differentiation does not justify bespoke ownership.Consider when the work needs tailored delivery but the organization should not own every specialist capability.
Data controlSpecify data boundaries, access controls, retention, and internal stewardship.Confirm contractual and technical controls for data access, use, retention, export, and deletion.Define who may access data, where work occurs, how artifacts are stored, and how access ends.
Time-to-valueAllow for discovery, build, testing, approvals, and operational readiness.Allow for procurement, configuration, integration, data preparation, testing, and adoption work.Allow for sourcing, onboarding, knowledge transfer, integration, and governance.
Vendor dependencyIdentify dependency on models, cloud services, frameworks, and scarce internal specialists.Identify dependency on product roadmap, pricing, service levels, data format, and switching constraints.Identify dependency on the partner’s people, methods, tools, availability, and retained knowledge.
Exit and migration planPlan how the solution can be maintained or replaced if internal capability changes.Plan how data, configuration, evaluation assets, and workflows can be exported and moved.Plan handover milestones, ownership of artifacts, documentation, and the organization’s ability to operate after exit.

Do not select an option with a generic statement such as “buy is faster” or “build gives control.” Complete this decision record for every viable option before choosing one.

Decision record itemRequired entry
Viable options and current-process alternativeName every option compared, including the current process, stop, or defer choice where relevant. State why any option was excluded before comparison.
Common comparison basisState the same scope, operating period, expected and half-volume demand cases, price-change assumption, unit denominator, cash/economic cost basis, and payback method for every option.
Costed lifecycle comparisonCompare build, run, governance, support, change, transition, exit cash cost, exit economic cost, disruption cost, and exit reserve. State whether each exit cost is included in the 24-month model or a dated, separately quantified beyond-horizon lifecycle case.
Selected and rejected optionsName the selected option and rejected options, with the evidence that differentiates them for the same scope and Horizon.
Residual dependencyState the dependency that remains after the decision, its impact, and how it will be managed.
Decision owner and dateName the person with decision rights and record the decision date.
Exit activation and funding authorityName the person who can invoke the exit trigger and the budget holder who can approve exit or transition spend.
Exit/fallback testState the success criteria, test date, and named test owner for the most important exit or fallback step.

Require an exit and migration plan before committing

Every Build / Buy / Partner choice needs a proportionate plan for changing course. Include:

  1. Dependency register — models, platforms, data stores, application programming interfaces (APIs), partner-owned tools, and key skills the solution relies on.
  2. Ownership and export rights — what data, prompts, configurations, workflow definitions, evaluation cases, logs, and documentation the organization can retrieve in usable formats.
  3. Portability design — interfaces and data structures that reduce unnecessary coupling where this is practical for the Horizon.
  4. Migration path — the likely destination or fallback workflow, the required data transformation, testing, and a named migration owner.
  5. Exit trigger and cost — events that would cause reconsideration, such as a material pricing, capability, risk, or service change; estimate the time, cash, economic cost, and operating disruption to exit, and name the authority that can invoke the trigger and authorize the spend.
  6. Operational continuity — how the business process continues if the vendor, partner, model, or integration is unavailable during migration.
  7. Exit/fallback test — the most important export or fallback step, its success criteria, the test date, and the named test owner.

Run the exit/fallback test during the appropriate Horizon and record the result against its success criteria. An exit plan that has never been checked is only an intention.

Complete risks, guardrails, and operating readiness

Before a Proceed decision, complete a Risks & Guardrails pre-mortem: identify how the initiative could fail to realize value, harm users, breach a guardrail, or become unoperable; record the evidence or trigger to watch, a named owner, and a mitigation for each material scenario. A pre-mortem without named owners and mitigations is incomplete.

Before Pilot or Scale, prepare an operating-readiness plan. Name the operating owner and confirm the handoffs, support route and service expectations, monitoring measures and escalation thresholds, review cadence, incident response, guardrail operation, and budget stewardship needed for that Horizon. Record whether model, source, prompt, or rule updates or retraining are applicable; if they are, name the owner, cadence, approval path, and trigger, and if they are not, record that decision and why. The plan must state what is ready, what remains open, who owns each open item, and the gate decision it affects.

Write a decision-ready conclusion

End the Viability section with a conclusion that an executive can act on. It should state the current Horizon, the selected delivery option, the evidence from the Value Case Card, the expected and half-volume unit economics, readiness constraints, material risks, accountable owners, and the next decision date.

Use one of these four decisions:

  • Proceed — the current Horizon case has a measured baseline and target, a funded cost model, acceptable expected and downside economics, named operating and adoption owners, a completed Risks & Guardrails pre-mortem with named owners and mitigations, and a workable Build / Buy / Partner and exit plan. For Pilot or Scale, it also has the required operating-readiness plan.
  • Test — one or more material assumptions remain unproven. Name the assumption, the smallest test, the metric and threshold, the owner, budget, and the decision date.
  • Rescope — the opportunity may work with a smaller eligible scope, different user group, simpler solution, reduced fixed cost, changed delivery option, or different Horizon. State exactly what changes and rerun the case.
  • Stop or defer — the value cannot be measured or realized, the downside is unacceptable, readiness is insufficient, or another option better serves the Strategic Intent. Record what would need to change before reconsideration.

A defensible conclusion does not force a “proceed” outcome. It makes the value, costs, adoption dependency, delivery choice, and uncertainty visible enough to choose the right next move.