# BDR Agent Factory - Roadmap

## Vision

Become the industry-standard governance framework for AI capabilities in insurance, enabling safe, compliant, and explainable AI deployment at enterprise scale.

---

## Current Status (Q1 2026)

✅ **Completed:**
- 50+ AI capabilities defined and documented
- 8 production business systems mapped
- 4 compliance frameworks integrated (IFRS 17, HIPAA, GDPR, AML)
- Production-ready governance structure
- Comprehensive documentation framework
- Example implementations and test cases

🚧 **In Progress:**
- API implementation and deployment
- SDK development (Python, JavaScript)
- Production model training and deployment
- Monitoring and observability infrastructure

---

## Q1 2026 (January - March)

### Phase 1: Foundation & Implementation

#### Week 1-4: Core Infrastructure
- [ ] Deploy API infrastructure (Kubernetes cluster)
- [ ] Implement authentication and authorization (OAuth 2.0)
- [ ] Set up monitoring stack (Prometheus, Grafana, Elasticsearch)
- [ ] Configure CI/CD pipelines (GitHub Actions)
- [ ] Establish security scanning (Snyk, Bandit)

#### Week 5-8: Capability Implementation
- [ ] Implement Text Classification capability (production)
- [ ] Implement Fraud Detection capability (production)
- [ ] Implement Sentiment Analysis capability
- [ ] Implement Named Entity Recognition capability
- [ ] Deploy first 4 capabilities to production

#### Week 9-12: Integration & Testing
- [ ] Integrate with ClaimsGPT system
- [ ] Integrate with FraudDetectionAgent system
- [ ] Complete end-to-end testing
- [ ] Performance testing and optimization
- [ ] Security penetration testing

**Deliverables:**
- Production API with 4 live capabilities
- 2 integrated business systems
- Complete monitoring and alerting
- Security audit report

---

## Q2 2026 (April - June)

### Phase 2: Expansion & Scale

#### Capabilities (10 new)
- [ ] Document Parsing (cap_document_parsing)
- [ ] OCR (cap_ocr)
- [ ] Damage Assessment (cap_damage_assessment)
- [ ] Risk Scoring (cap_risk_scoring)
- [ ] Policy Recommendation (cap_policy_recommendation)
- [ ] Customer Segmentation (cap_customer_segmentation)
- [ ] Claim Summarization (cap_claim_summarization)
- [ ] Anomaly Detection (cap_anomaly_detection)
- [ ] Time Series Forecasting (cap_time_series_forecasting)
- [ ] Chatbot Intent Classification (cap_intent_classification)

#### Systems (3 new)
- [ ] PolicyIntelligenceAgent integration
- [ ] DamageAssessmentAgent integration
- [ ] CustomerServiceAgent integration

#### Features
- [ ] Python SDK release (v1.0.0)
- [ ] JavaScript/TypeScript SDK release (v1.0.0)
- [ ] Batch processing API
- [ ] Webhook support
- [ ] Advanced analytics dashboard

**Deliverables:**
- 14 total production capabilities
- 5 integrated business systems
- 2 official SDKs
- Advanced features (batch, webhooks)

---

## Q3 2026 (July - September)

### Phase 3: Advanced Features & Optimization

#### Capabilities (15 new)
- [ ] Speech-to-Text (cap_speech_to_text)
- [ ] Text-to-Speech (cap_text_to_speech)
- [ ] Translation (cap_translation)
- [ ] Code Generation (cap_code_generation)
- [ ] Synthetic Data Generation (cap_synthetic_data)
- [ ] Image Classification (cap_image_classification)
- [ ] Object Detection (cap_object_detection)
- [ ] Facial Recognition (cap_facial_recognition)
- [ ] Signature Verification (cap_signature_verification)
- [ ] Handwriting Recognition (cap_handwriting_recognition)
- [ ] Video Analysis (cap_video_analysis)
- [ ] Predictive Maintenance (cap_predictive_maintenance)
- [ ] Churn Prediction (cap_churn_prediction)
- [ ] Cross-sell Recommendation (cap_cross_sell)
- [ ] Compliance Checking (cap_compliance_check)

#### Systems (3 new)
- [ ] UnderwritingAgent integration
- [ ] MedicalClaimsAgent integration
- [ ] ComplianceMonitoringAgent integration

#### Advanced Features
- [ ] Multi-model ensemble support
- [ ] A/B testing framework
- [ ] Automated model retraining
- [ ] Federated learning support
- [ ] Edge deployment capabilities
- [ ] Real-time streaming processing

**Deliverables:**
- 29 total production capabilities
- 8 integrated business systems (all planned systems)
- Advanced ML operations features
- Edge deployment support

---

## Q4 2026 (October - December)

### Phase 4: Enterprise & Ecosystem

#### Capabilities (21 new - Complete 50+)
- [ ] Remaining capabilities from dictionary
- [ ] Custom capability builder tool
- [ ] Capability marketplace

#### Enterprise Features
- [ ] Multi-tenancy support
- [ ] White-label deployment
- [ ] On-premise deployment option
- [ ] Air-gapped deployment support
- [ ] Advanced RBAC with custom roles
- [ ] SSO integration (SAML, OIDC)
- [ ] Custom compliance framework support

#### Ecosystem
- [ ] Partner integration program
- [ ] Third-party capability certification
- [ ] Community contribution guidelines
- [ ] Developer portal
- [ ] Training and certification program

**Deliverables:**
- 50+ production capabilities
- Enterprise-ready features
- Partner ecosystem
- Developer community

---

## 2027 and Beyond

### Expansion Plans

#### Geographic Expansion
- [ ] EU data residency compliance
- [ ] APAC region deployment
- [ ] Multi-region active-active setup
- [ ] Localization (10+ languages)

#### Industry Expansion
- [ ] Healthcare-specific capabilities
- [ ] Banking and finance capabilities
- [ ] Retail and e-commerce capabilities
- [ ] Manufacturing capabilities

#### Technology Innovation
- [ ] Quantum-resistant encryption
- [ ] Blockchain-based audit trails
- [ ] Zero-knowledge proof capabilities
- [ ] Homomorphic encryption support
- [ ] Differential privacy implementation

#### AI Advancements
- [ ] GPT-5 integration
- [ ] Multimodal AI capabilities
- [ ] Reinforcement learning from human feedback
- [ ] Causal AI capabilities
- [ ] Explainable AI v2.0

---

## Success Metrics

### 2026 Targets

**Adoption:**
- 100+ enterprise customers
- 1,000+ active users
- 10M+ API calls per month
- 50+ partner integrations

**Performance:**
- 99.99% uptime SLA
- <200ms P95 latency
- 95%+ accuracy across all capabilities
- <0.1% error rate

**Compliance:**
- 100% audit trail coverage
- Zero compliance violations
- SOC 2 Type II certification
- ISO 27001 certification

**Community:**
- 1,000+ GitHub stars
- 100+ contributors
- 50+ community-built capabilities
- 10,000+ documentation page views/month

---

## Feature Requests

Top community-requested features:

1. **GraphQL API** (Planned Q2 2026)
2. **Mobile SDKs** (iOS, Android) (Planned Q3 2026)
3. **No-code capability builder** (Planned Q4 2026)
4. **Advanced visualization tools** (Planned Q3 2026)
5. **Cost optimization recommendations** (Planned Q4 2026)

---

## Research & Development

### Active Research Areas

1. **Explainable AI**
   - Counterfactual explanations
   - Causal inference
   - Interactive explanations

2. **Privacy-Preserving AI**
   - Federated learning
   - Differential privacy
   - Secure multi-party computation

3. **Efficient AI**
   - Model compression
   - Quantization
   - Knowledge distillation

4. **Responsible AI**
   - Bias detection and mitigation
   - Fairness metrics
   - Ethical AI guidelines

---

## Dependencies & Risks

### Critical Dependencies
- Cloud infrastructure availability (AWS/GCP/Azure)
- Third-party model providers (OpenAI, Anthropic)
- Compliance framework updates
- Security vulnerability patches

### Risk Mitigation
- Multi-cloud strategy
- Model provider redundancy
- Proactive compliance monitoring
- Regular security audits

---

## How to Contribute

We welcome contributions to the roadmap!

1. **Feature Requests**: Open an issue with the `feature-request` label
2. **Capability Proposals**: Submit via capability proposal template
3. **Roadmap Feedback**: Comment on roadmap discussions
4. **Community Voting**: Vote on features in GitHub Discussions

---

## Updates

This roadmap is reviewed and updated quarterly. Last update: January 3, 2026

Next review: April 1, 2026

---

## Contact

For roadmap questions:
- Email: roadmap@bdragentfactory.com
- GitHub Discussions: https://github.com/BDR-AI/BDR-Agent-Factory/discussions
- Community Slack: https://bdragentfactory.slack.com