Know the inputs.
Identify the sources, definitions, and planning period behind the scenario.
For finance, commercial & planning teams
Don’t just predict
the future.
Test the decision.
Compare pricing, promotion, and supply scenarios before committing budget or capacity. See the likely outcomes, assumptions, and constraints—with your team in control.
Aevah manages the data and analytical work behind the decision.
Grounded in your business
Finance & ERP · Sales & promotions · Inventory & production · Relevant market signals
Explore Decision Pre-flight
Every important decision
has assumptions.
Test them before they become outcomes.
Change the plan. Compare the impact on contribution and demand. See the constraint before it becomes a commitment.
ADecision Pre-flightSummit Market · sample account
01 / Change an assumption
Which promotion
should we run?
Test a different window or investment. Check the plan against available supply.
02 / See the tradeoffs
What changes
before you commit?
Within capacityProjected contribution$669,300+$51,300 vs. current plan
Forecast demand44,700 cases2,700 additional cases
Contribution after promotion spendCurrent plan vs. your scenario
1,300 cases of capacity remain
This scenario fits the supply assumption. Your team still reviews the commercial case.
Inspect the assumptions and calculation
- Source
- Synthetic promotion and unit-economics assumptions. No customer data.
- Demand
- 34,000 underlying cases + 8,000 × √(spend ÷ $180,000) × timing factor. Week 7 = 1; week 9 = 1.3375. Rounded to whole cases.
- Contribution
- Demand × $19 contribution per case, less promotion spend. Unit economics are held constant.
- Capacity
- A feasibility check against demand; changing capacity does not create demand.
- Limits
- This illustrative model assumes diminishing response to spend and a stronger week 9. It is not a validated forecast or causal estimate. No probability range is implied.
03 / Your team reviews. Your team decides.
Interactive illustration · Synthetic dataChanges stay in this page. No operational action is taken.
Ask why. Change the assumptions. Test what happens next.
Explore the decision workflowFrom executive review to analyst drill-down
Decisions you
can defend.
A useful scenario makes its reasoning inspectable. Know what went into the answer, what could change it, and who owns the next move.
Explore Security & Trust ↗Challenge the assumptions.
See what changed, what stayed constant, and where the model has limits.
Understand the boundaries.
Evaluate budget, capacity, and service constraints alongside uncertainty supported by the analysis.
Keep the decision accountable.
Agree the reviewer, approval requirements, and measures for comparing expectations with actual outcomes.
Start with the decision that matters
What would you test
before your next move?
Start with one team and one use case. Connect the wider business as the work requires it.
01
Finance & FP&A
Test the impact on contribution.
Connect sales, costs, and product mix. Compare the financial effect of a pricing or promotion decision before committing.
Explore finance02
Commercial & revenue growth
Test the next growth move.
Evaluate price, promotion, and product options with contribution, customer response, and available supply in view.
Explore commercial decisions03
Planning & operations
Test what the business can deliver.
Bring demand, inventory, and capacity together. Surface the constraints and compare feasible changes to the plan.
Explore planningOperational Data Science · The foundation underneath
You focus on the decision.
We manage the analytical work.
Your business doesn’t operate in a closed dataset. Relevant external signals belong alongside your operational data.
The operating reality.
Sales · Product costs · Promotions
Inventory · Production · Finance
The conditions that change.
Commodity costs · Fuel prices
Weather · Relevant market signals
Aevah
Context.
Models.
Constraints.
Connect and prepare the inputs. Build and validate the analysis. Keep the working experience current.
Decision Pre-flight
Options your team
can evaluate.
- Compare likely outcomes
- Inspect the tradeoffs
- Choose with evidence
Your people retain authority.
Sources and analytical methods are selected and validated for the agreed decision.
See what powers Pre-flight →Implementation patterns
The work. The owner.
The measure of success.
Review the scope and acceptance measures behind current implementation and evaluation patterns.
Growth under production constraint
A rapidly growing consumer-products manufacturer is introducing new products while operating near available production capacity. FP&A needs to understand demand early enough to guide adoption, margin, and production choices together.
- Business owner
- FP&A
- Acceptance measures
- Forecast performance · Causal promotion lift · Product adoption and margin response · Capacity returned to strategic analysis
Scope and evidence boundary
The production scope and acceptance measures are established. Realized performance will be reported only after the agreed baseline and observation period are complete.
Commercial margin and promotion accountability
A commercial organization needs pricing, promotions, customer response, product mix, and margin economics to meet inside one accountable decision path instead of separate reports and models.
- Business owner
- Revenue-growth leadership
- Acceptance measures
- Incremental margin · Causal lift · Cannibalization and halo · Decision-cycle time
Scope and evidence boundary
This pattern describes an active decision scope, not a published customer outcome or universal commercial result.
Sourcing cost and operating exposure
An enterprise sourcing function needs to connect suppliers, contracts, commodities, logistics, quality, continuity, and product economics before cost actions create downstream operating risk.
- Business owner
- Sourcing leadership
- Acceptance measures
- Addressable cost · Continuity exposure · Scenario confidence · Approved and observed action
Scope and evidence boundary
This is an evaluation pattern. The specific decision, source access, analytical method, and acceptance measures must be agreed before delivery.
These patterns describe scope and evaluation criteria. They are not published customer results.
Review the implementation detail ↗Agree on value.
Measure before expanding.
- 01Agree on a baseline
- 02Validate in production
- 03Observe performance
- 04Decide what to expand
First Flight · How you start
Start with one
consequential decision.
Choose a decision worth improving. Agree the inputs, owner, success measures, and working scope before implementation begins.
Aevah handles
The data and analytical work behind the agreed use case.
- Connect and prepare the relevant data
- Build and validate the analysis
- Deliver and refresh the working experience
- Support adoption and refinement
Your team provides
The business context and ownership that make the work useful.
- A business owner and working team
- Approved access to relevant sources
- Definitions, constraints, and feedback
- Review and authority to act
We agree together
A scope you can evaluate before deciding whether to expand.
- Baseline and success measures
- Deployment and access requirements
- Timeline, responsibilities, and support
- Investment and expansion criteria
For a promotion-planning start, useful inputs may include sales, trade spend, product cost, inventory, and capacity. The exact scope depends on your systems and data readiness.
See the engagement modelWhat determines the cost and timeline?
Use-case complexity, the number and condition of data sources, deployment and access requirements, and adoption support shape the scope. Commercial terms, timing, service expectations, and responsibilities are agreed for your engagement.
Review the commercial evaluation →Built around your control
Your data.
Your people.
Your authority.
Make the operating boundaries part of the implementation, from who can see the data to who can approve a change.
Explore Security & TrustA separate customer environment
Choose an Aevah-managed, self-hosted, or sovereign deployment path for your requirements.
Deployment optionsAccess through your identity provider
Use your organization’s identities and permissions to determine who can access data and act.
Identity and accessPeople approve consequential changes
Define which actions need review, who can approve them, and how exceptions are handled.
Approvals and AI controlsA record your team can inspect
Review the source context, permissions, approvals, and history behind governed work.
Audit and evidenceThe conversation continues
Ideas worth taking
back to your team.
Perspectives, practical guides, and questions for leaders putting data and AI to work.
All insights & blog posts
The Governance Gap That Turns AI from Asset to Liability
Ungoverned AI in finance is not just an IT risk. It is a fiduciary one. When a board asks how an AI-driven financial recommendation was made, the answer either traces cleanly to governed data — or it does not.
Read the insight ↗
The 90-Day Standard: How to Hold AI Vendors Accountable to Outcomes
If a vendor cannot show you a measurable result in 90 days, ask why. Then ask it again. The 18-month implementation timeline is not a technical requirement — it is a commercial structure that protects the vendor, not the buyer.
Read the insight ↗
What Happens to the Finance Function When AI Actually Works
Not a vision piece. A practical look at what changes — operationally, relationally, and strategically — in the finance functions that got the implementation right.
Read the insight ↗Turn the thinking into a next step.
Explore briefs, playbooks, and evaluation guides to use with your team.
Choose a useful next step
Which decision
would you test first?
Frame the decision.
Answer a few business questions. Get a preliminary Value Brief with a priority, likely owner, useful data, and measures to share with your team.
Build my Value Brief No email required. Copy, print, or save your brief.Bring your next decision.
Bring the decision you need to improve and the systems behind it. Discuss a starting scope, what your team would need to provide, and how to evaluate progress.
Book a conversation For business owners and their implementation teams.