Test the strategy before you launch it
D2 Foresight lets brand teams simulate how commercial KPIs shift under future scenarios, from guideline updates and competitor moves to new clinical evidence and access changes.
Brand plans are built under uncertainty. A guideline update can reset the treatment algorithm. A competitor can change the message architecture. New evidence, access movement, or safety language can alter how different stakeholders interpret the same strategy. D2 Foresight gives brand and strategic planning teams a governed way to test those assumptions before they become field priorities, budget commitments, or launch dependencies. The product models plausible future scenarios and projects directional KPI movement at the persona level, so teams can see which parts of the strategy are resilient, which are fragile, and which require an explicit contingency plan. Every scenario is built on documented assumptions, and every output can be rerun the moment the evidence changes.
How it works
Define the Decision
We align on the brand question, KPI set, audience segments, evidence inputs, and planning horizon that should drive the simulation.
Build Future Scenarios
Scenarios can include guideline shifts, competitor actions, new clinical evidence, access changes, channel constraints, or field execution assumptions.
Project KPI Movement
D2 Foresight projects directional impact by persona and segment, showing the direction and range of movement in awareness, consideration, access friction, engagement, and adoption under each scenario.
Stress-Test the Plan
The output highlights strategy fragility, trigger points, high-leverage assumptions, and places where teams should prepare alternate plays.
How the simulation works
D2 Foresight is a disciplined planning model, not a black box. HCP and payer personas are calibrated against real market data the client already licenses, including claims, Rx, formulary, and promotional response data, so simulated behavior is anchored in how these stakeholders have actually responded. Scenarios are built from explicit, documented assumptions that brand, medical, and access stakeholders can inspect, challenge, and revise.
- Outputs are directional ranges by persona and scenario, built for planning decisions, not point predictions dressed up with false precision.
- Every scenario is validated by backtesting against historical analog events, such as past guideline changes and competitive entries, before it is used for planning.
- Every scenario is re-runnable: as new evidence, data feeds, or market events land, the model refreshes and the plan gets retested.
What you get
Scenario Library
A reusable set of planning scenarios documented with inputs, assumptions, evidence references, and stakeholder relevance.
Persona-Level KPI Views
Directional KPI projections by priority HCP, account, patient, payer, or operational persona, depending on the brand question.
Fragility Analysis
A clear view of which strategic choices hold across scenarios and which depend heavily on one assumption being true.
Re-Runnable Planning Model
A governed model that can be refreshed as new evidence, market events, data feeds, or leadership assumptions emerge.
Persona-level, KPI projections that make strategic risk visible before launch or annual planning locks
Why D2Strategy
D2 Foresight sits on the governed commercial data, warehouse, and BI foundation D2Strategy already builds for pharma teams. That foundation keeps scenario inputs traceable, KPI definitions consistent, and outputs connected to the same dashboards leaders use for performance management. Because we work across data engineering, analytics, and regulated AI, we can help teams turn scenario modeling into an operating rhythm: test, decide, monitor, and rerun as the market changes.
One platform, three connected products
D2 Foresight is the planning layer of the D2 product family: it tells you what to do. It starts from the ground truth D2 Intelligence measures and ends in the field behavior D2 Coach trains, with one governed warehouse and BI foundation underneath all three. Measure, plan, and activate on the same platform, with the same definitions.
- From D2 Intelligence: audit findings and competitive benchmarks arrive as the documented baseline scenarios Foresight simulates first.
- To D2 Coach: Foresight's winning strategy and messaging priorities become the coaching scenarios and objection library loaded into D2 Coach.
- Under all three: the governed warehouse and BI foundation D2Strategy engineers keeps assumptions, KPIs, and evidence consistent from audit to simulation to rep practice.
Pressure-test next year's plan before it locks
Walk through a live scenario with our team and see how your plan holds up against a guideline shift, a competitor move, or an access change.