Examine the investment as carefully as the outcome.
Align definitions, question the forecast and keep expected results separate from realized performance. Make marketing’s proposal easier to evaluate.
Align the definitions
Use one economic basis for the discussion.
Agree the outcome, included costs and margin assumptions. Separate incremental revenue, contribution and profit so the comparison answers the financial question.
Finance supplies the business definitions behind the decision.
Examine the estimate
Read the range and what it depends on.
Review scenario assumptions and model-validation context. A central forecast is only part of the case; uncertainty affects what level of commitment makes sense.
Expected outcomes are conditional on the plan and assumptions.
Own the commitment
Keep the proposal and review point together.
Record the chosen option, rationale, owner and checkpoint. Examine subsequent results without presenting a forecast as realized profit.
The next conversation can start from the assumptions you agreed.
How it works
A practical rhythm for your team.
What supports this media investment?
The method, context and review stay connected at each step.
Agree definitions
Align the outcome, spend, margin and planning period.
Examine the evidence
Inspect validation, uncertainty and relevant calibration.
Review the proposal
Separate modelled expectations from realized results.
Set the checkpoint
Record the commitment, assumptions and next review.
People + agents
Useful work, with clear responsibility.
Agents help surface relevant changes, develop the investigation and prepare useful plans or briefs. Your team defines the goal, reviews the evidence and sets authority for supported actions.
Built around your business
Expertise that stays close to the work.
Work with Lifesight experts to establish your measurement program and put agents to work. Every engagement is scoped individually, with agreed responsibilities and ongoing support.
It should be. Review causal assumptions, inputs, holdout performance and experiment calibration rather than relying on one fit score.
Are profit and incremental revenue interchangeable?
No. Profit requires relevant cost and margin assumptions. Keep those definitions clear in every plan and report.
How do we assess accuracy?
Use out-of-sample testing, residual analysis and relevant experiment evidence. There is no universal accuracy threshold that fits every model and business.
Can we review model validation?
Discuss relevant holdout forecasts, error metrics, residuals and uncertainty with the measurement team. A single accuracy percentage is not a complete validation story.
How does this relate to our financial reporting?
Agree the revenue series, included costs and margin assumptions first. Lifesight estimates marketing’s incremental contribution on that basis. It supports the investment decision and does not replace your financial close.
Keep exploring.
Platform
Causal MMM
Estimate marketing’s incremental contribution, understand diminishing returns and compare the next budget mix with a causal marketing mix model.
By outcome
Improve profitability
Use incremental evidence, marginal returns and agreed business assumptions to decide where marketing investment can work harder.
Platform
Planning & forecasting
Compare media plans against the same objective, budget and constraints. Use modelled outcomes to make the next investment conversation more concrete.