Comprehensive
Coverage
Full-spectrum technology evaluation covering 7 critical verticals. From data infrastructure to AI systems, we assess every layer.
Complete Technology Assessment
In today's complex technology landscape, surface-level assessments miss critical risks. A company might have excellent cloud infrastructure but crippling technical debt in their codebase. They might have cutting-edge AI capabilities built on a foundation of ungoverned, low-quality data. That's why Damani Data evaluates technology holistically across seven interconnected verticals.
Our 7 Assessment Verticals
Each vertical is assessed by specialized SMEs using proven methodologies tailored to M&A context.
1. Data Assessment
Data is the foundation of modern business value. Our data assessment evaluates:
- Data Architecture: Database design, data models, integration patterns
- Data Quality: Accuracy, completeness, consistency, timeliness
- Data Infrastructure: Warehouses, lakes, pipelines, ETL/ELT processes
- Data Accessibility: APIs, reporting capabilities, self-service analytics
- Data Scalability: Volume handling, performance under load
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2. AI & Machine Learning
AI capabilities can drive tremendous value—or hide significant risks. We assess:
- Model Quality: Accuracy, bias, explainability, validation
- ML Infrastructure: Training pipelines, model serving, monitoring
- Data Dependencies: Training data quality, feature engineering, data lineage
- MLOps Maturity: Deployment processes, versioning, reproducibility
- Responsible AI: Ethics, fairness, regulatory compliance
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3. Cybersecurity
Security vulnerabilities can destroy deal value overnight. Our assessment covers:
- Security Posture: Controls, policies, procedures, awareness
- Vulnerability Assessment: Known vulnerabilities, patch management, exposure
- Compliance: SOC 2, ISO 27001, PCI-DSS, HIPAA, industry-specific
- Incident Response: Detection capabilities, response plans, recovery
- Third-Party Risk: Vendor security, supply chain, integrations
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4. Cloud Infrastructure
Cloud environments require specialized assessment approaches:
- Architecture Review: Design patterns, best practices, anti-patterns
- Cost Optimization: Spend analysis, waste identification, rightsizing
- Operational Maturity: Monitoring, alerting, incident management
- Migration Readiness: Portability, vendor lock-in, hybrid considerations
- Reliability: High availability, disaster recovery, backup strategies
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5. Custom Development
Software quality directly impacts integration costs and ongoing maintainability:
- Code Quality: Maintainability, readability, test coverage
- Technical Debt: Quantification, prioritization, remediation planning
- Architecture: Scalability, modularity, coupling, cohesion
- Development Practices: CI/CD, code review, documentation
- Technology Stack: Currency, supportability, talent availability
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6. Data Governance
Governance gaps create regulatory and operational risks:
- Policy Framework: Data policies, standards, procedures
- Regulatory Compliance: GDPR, CCPA, industry regulations
- Data Privacy: PII handling, consent management, data rights
- Data Stewardship: Ownership, accountability, quality management
- Metadata Management: Data catalogs, lineage, business glossaries
Learn more about Data Governance Assessment →
7. SME Network Services
Beyond assessment, we provide ongoing technical expertise:
- Specialized Consulting: Deep-dive expertise in specific technologies
- Integration Support: Post-transaction technology integration
- Staff Augmentation: Interim technical leadership and support
- Training & Knowledge Transfer: Team capability building
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The Interconnected View
What makes our comprehensive coverage truly valuable is how we connect findings across verticals. A security vulnerability might trace back to technical debt. Data quality issues might undermine AI capabilities. Cloud cost overruns might stem from architectural decisions. We identify these connections and provide a holistic risk picture.
Integrated Analysis
Our assessment teams collaborate across verticals, sharing findings and identifying cross-cutting issues that siloed assessments would miss.
Unified Reporting
You receive a single, coherent report that synthesizes findings across all assessed verticals with prioritized recommendations.
Get Complete Technology Visibility
Don't let blind spots in your due diligence lead to post-acquisition surprises. Our comprehensive coverage ensures you understand the full technology picture.