May 29th, 2025

Semi-Automated Workflow
Phase 1: Problem-Market Fit Discovery
Start by creating your project and generating 10 Synthetic Twins of your Early Adopters using our batch creation feature. Then conduct a market test (problem validation) involving these newly created twins.
Once you receive your test results, and in case you acknowledge that there are strongly validated problems (high intensity and high frequency), use our new 'Update Project' function to automatically evolve your project based on real market feedback.
Aipermind intelligently:
Analyzes Response Patterns: Performs sophisticated clustering to determine if test results are homogeneous or reveal distinct sub-segments within your market
Creates Strategic Versions: Generates a new project version (e.g., 1.1 from version 1.0) automatically named 'Problem-Market-Fit'
Transforms Your Project Intelligence: Updates every critical element based on validated insights:
Main Market Segment: Now represents your actual interviewed twins
Jobs-to-be-Done: Reflects what truly emerged from real conversations
Problems: Incorporates strongly validated problems (or newly discovered issues if original assumptions were invalidated)
Customer Segments: Aligned with sub-segments discovered through cluster analysis
Early Adopter Profile: Focused on the segment most sensitive to the identified problems
Solution Refinement: Updated to address validated market needs
Provides Complete Transparency: Generates a comprehensive report explaining every update decision and logic, accessible in your project overview where web references typically appear
Phase 2: Problem-Solution Fit Validation
Continue seamlessly to solution validation using the same powerful approach:
Generate 10 new Digital Twins based on your refined Early Adopter profile
Conduct “Solution validation” testing using your 'problem-market-fit' version with the new twin batch
Click 'Update Project' from your test results page
Receive a new 'problem-solution-fit' version containing validated solution insights and detailed analysis
Your Control Remains Central
This semi-automated process amplifies your expertise rather than replacing it. You can intervene at every step, modifying and updating data in new versions to align with your knowledge and insights.
The system provides intelligent recommendations while you maintain strategic control.
We've enhanced how problem validation results are categorized in your Problem-Market Fit reports. Now only problems with both high frequency and high intensity appear as "validated," while others are properly classified as "invalidated" or "weakly validated." This precision helps you make more accurate market validation decisions and avoid pursuing problems that lack sufficient market urgency.
During test creation from projects, both version names and numbers are now displayed, eliminating guesswork about which iteration you're selecting. No more switching back and forth to verify you've chosen the right version—though we strongly encourage renaming your versions with meaningful labels for maximum clarity.
When chatting with Synthetic Twins, you'll now see the specific project name and version they originated from. This contextual information becomes useful as your twin library expands, ensuring you always understand which market assumptions inform each conversation.
Never lose track of important conversations. You can now rename any chat directly from your chat history—whether with Digital Twins or the Aipermind agent. As your conversation library grows, meaningful names help you instantly locate crucial insights while preserving the original timestamp for reference.
We've streamlined how you refine your projects’ solutions by moving the update functionality directly to the solution page. They now enhance your existing version rather than creating new ones, keeping your project evolution clean and logical. Important note for technical teams: We've added a clear reminder that Aipermind's solution descriptions focus on value proposition rather than deep technical specifications. This ensures realistic expectations—our strength lies in market validation and value articulation, while your technical expertise remains irreplaceable.