AI Market Simulation
Test your strategy on thousands of simulated stakeholders before you test it on the real market.
Stop guessing. Start simulating.
Every product launch, messaging pivot and competitive response is a bet. Simulation lets you place that bet on thousands of AI agents first, so you walk into the real market with evidence, not assumptions.
Reduce launch risk
See how physicians, KOLs and payers react to your strategy before you commit real budget. Fix weak spots while it is still cheap.
Decide faster
Instead of months of market research, get directional answers in days. The simulation does not replace research, it accelerates it.
Protect your budget
Test three messaging variants, two pricing models or five launch sequences without spending a single euro on the real market.
Choose the simulation that matches your challenge
Each simulation runs thousands of AI agents with unique profiles, personalities and decision-making patterns, tailored to your market, your product and your competitive landscape.
Product Launch Simulation
How will your market actually react to a new product, indication or repositioning? Find out before you launch.
What goes in
- Product data and positioning
- Target market and segments
- Messaging drafts (up to 5 variants)
- Competitive landscape
What the simulation does
- Spawns thousands of agents: physicians, KOLs, payers, patients, hospital procurement
- Each agent has a unique profile, specialty, decision style and network
- Agents interact, form opinions, share information, influence each other
- The simulation runs the full adoption cycle
What you get
- Predicted adoption curve by segment
- Strongest and weakest messages
- Expected objections and concerns
- KOL reaction patterns
- Concrete recommendations
Sales Message Simulation
Which narrative works best with which physician persona? Stop debating internally and let the simulation show you.
What goes in
- 3-5 messaging variants
- Target HCP profiles (specialty, setting, seniority)
- Objection scenarios
- Competitive claims
What the simulation does
- Simulates thousands of rep-physician conversations
- Each physician agent has a unique prescribing behavior and attitude
- Tests each message variant across all persona types
- Measures resonance, objection triggers and conversion likelihood
What you get
- Message ranking by effectiveness
- Objection heatmap per persona
- Recommended narrative per segment
- Specific phrasing suggestions
- Training-ready insights for the field team
Competitive Response Simulation
A competitor is launching. A biosimilar is entering. A price war is brewing. See how the market shifts before it happens.
What goes in
- Your current market position
- Competitor profile and scenario
- Market structure (segments, channels, KOLs)
- Your planned counter-moves (optional)
What the simulation does
- Models the competitive event across the full stakeholder landscape
- Tracks market share shifts over simulated time
- Tests your counter-strategies against the competitor move
- Identifies which segments are most at risk
What you get
- Projected market share impact
- Risk map by segment and region
- Effectiveness ranking of counter-moves
- Recommended defensive strategy
- Timeline and trigger points
Four steps from question to recommendation
Briefing
We define your question, the market context, the stakeholders to simulate and the scenarios to test. One call, typically 60 minutes.
Configuration
I configure the simulation: agent profiles, market dynamics, competitive landscape, messaging variants. Your data stays confidential.
Simulation
Thousands of AI agents interact, form opinions, react to your strategy and influence each other, generating a rich dataset of predicted outcomes.
Report & Debrief
You receive a detailed report with visualizations and concrete recommendations. We walk through the results together in a 60-minute debrief.
Three deliverables, ready for your boardroom
Simulation Report
20-30 pages with full results, data visualizations, segment breakdowns and actionable recommendations.
Executive Summary
A crisp 2-page summary designed for board and leadership presentations. Key findings, risks and the recommended path forward.
Debrief Call
A 60-minute session where we walk through the results together, answer questions and define the concrete next steps for your team.
Built for teams who make high-stakes commercial decisions
Product & launch teams
Validate your launch strategy, messaging and sequencing before go-to-market. Reduce risk and increase confidence.
Sales leadership
Find out which narratives work with which physician personas. Equip your field team with the strongest arguments.
Strategy & competitive intelligence
War-game competitive scenarios and test your defensive strategies before the competitor makes their move.
Marketing & market access
Test campaign concepts, pricing models and value messages on simulated payer and HCP populations.
Let's define the simulation that answers your question
In a 30-minute call we scope your challenge and figure out which simulation type fits. No pitch, just a clear recommendation on whether simulation is the right tool for your situation.