1. Report Basis

• Client brief.
• Working assumptions.
• Virtual personas.
• Scenario simulation.
• Simulated intent classification.
• AI-assisted analysis.
• Human review.
• Evidence Pack when included in scope.
• Simulation stability runs when included in the package.

2. Not a Guarantee / Not a Real Survey

• Not a real survey.
• Not human respondent data.
• Not a real focus group or real research panel.
• Not a certain prediction.
• Not a guarantee of sales, leads, bookings, conversions, ROAS, or campaign performance.
• Not legal advice, medical advice, financial advice, tax advice, investment advice, appraisal, legal due diligence, clinical diagnosis, or medical recommendation.

3. How to Read Results

• Directional market response pattern.
• Strategic risk hypothesis.
• Simulated buying intent.
• Simulated reaction distribution.
• Decision-support.

4. Required Validation for Major Decisions

KRILL Swarm reports should be validated with real market testing before being used for major decisions such as large campaign launches, large media buying, product development, property launches, final pricing, medical/health claims, investment decisions, legal decisions, or financial decisions.

5. Beauty / Clinic

KRILL Swarm only analyzes market perception, trust, offer clarity, pricing reaction, campaign risk, and simulated buyer response. KRILL Swarm does not assess medical safety, treatment effectiveness, diagnosis, medication, clinical procedures, or clinical outcomes.

6. Property

KRILL Swarm only analyzes buyer perception, positioning, price, location, trust, proof assets, mortgage clarity, objection risk, sales process, and simulated buying intent. KRILL Swarm does not guarantee that units will be sold, booked, increase in value, or generate any ROI.

7. Campaign / Ads

KRILL Swarm does not guarantee CPM, CTR, CPL, CPA, ROAS, leads, virality, closing rate, or platform approval.