CHANGELOG
What's new
Track our progress as we build the predictive intelligence layer for venture capital.
December 2025
SOUNDBOARD Natural Language Queries
Ask questions in plain English and get instant answers from your portfolio data.
- Natural language query engine powered by AWS Bedrock
- Customizable dashboard widgets
- Smart alert system with configurable thresholds
- Portfolio comparison views
- Export to PDF and Excel
- Dashboard loading performance (3x faster)
- Real-time data synchronization
- Mobile responsive design
- Timezone handling in date filters
- Chart rendering on Safari
November 2025
XAILENCE Explainability Layer
Full transparency for every prediction with SHAP-powered explanations.
- SHAP value visualization for prediction factors
- Automated bias detection across demographic factors
- Counterfactual analysis ("what would need to change")
- Audit trail export for compliance
- Confidence scoring for predictions
- Prediction accuracy (85% → 87%)
- Model explanation clarity
- Factor contribution visualizations
October 2025
ECHO Founder Feedback System
Two-way intelligence flow with real-time feedback for founders.
- Founder-facing feedback portal
- Automated benchmark comparisons
- Risk zone identification and visualization
- Improvement tracking over time
- Behavioral signal capture from founder interactions
- Startup profile completeness scoring
- Email notification system
- Duplicate founder detection
- Profile merge conflicts
September 2025
WHISPER Multi-Model Predictions
Ensemble prediction engine combining multiple ML approaches.
- XGBoost model for structured features
- Neural network for pattern recognition
- Bayesian optimization for uncertainty quantification
- Custom model weighting per fund thesis
- Continuous model retraining pipeline
- Prediction latency (5s → 1.2s)
- Model accuracy (82% → 85%)
- Feature extraction pipeline
August 2025
Platform Redesign
Complete platform overhaul with new architecture and design system.
- Modular N-layer architecture
- New design system with dark mode
- Improved navigation and information hierarchy
- Mobile-first responsive design
- Accessibility improvements (WCAG 2.1 AA)
- Unified dashboard experience
- Simplified onboarding flow
- Reorganized settings and preferences
- Legacy API v1 endpoints (sunset Q1 2026)
- Old widget system
July 2025
PULSE T0 Data Engine
Revolutionary pitch deck analysis capturing data at the moment of origin.
- AI-powered pitch deck OCR processing
- T0 data capture and storage
- Automatic founder and team extraction
- Financial projection parsing
- Competitive landscape mapping
- Document processing speed (2 min → 30s)
- Extraction accuracy (92% → 97%)
June 2025
Integration Updates
New CRM integrations and improved data sync.
- Affinity CRM integration
- Carta cap table sync
- Slack notifications
- HubSpot sync reliability issues
- Duplicate contact handling
May 2025
API v2 Launch
New API version with improved endpoints and documentation.
- API v2 with RESTful design
- Comprehensive API documentation
- Python and Node.js SDKs
- Webhook support for real-time events
- Rate limiting increased (100 → 1000 req/min)
- Response format standardization
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