Comprehensive AI Readiness Assessment
A structured 3-week technical audit of your repositories, data hygiene, and API infrastructure before committing engineering budget to AI integrations.
Overview & Technical Scope
Our flagship advisory engagement evaluates codebase modularity, API telemetry, structured data consistency, and architectural constraints to produce an actionable, risk-scored implementation roadmap.
Target Audience & Applicability
Engineering directors, CTOs, and principal architects managing mid-to-large existing software codebases.
Key Deliverables
- Modular Codebase Indexing & Schema Sanitization Audit
- API Throughput, Rate-Limiting & Token Latency Stress Model
- Data Governance, Privacy Boundaries & Vector Storage Feasibility Report
- Prioritized Technical Debt Matrix & 90-Day Implementation Blueprint
- Executive Technical Summary for Leadership and Investment Committees
Included in Engagement
- Direct code-level inspection of up to 4 core service repositories
- Static analysis and dependency vulnerability screening for model pipeline hooks
- Two 90-minute architectural alignment interviews with your senior engineers
- Data schema audit covering SQL/NoSQL structures and vectorization readiness
- Detailed 35-page findings document with concrete refactoring diffs and architectural diagrams
- Post-audit 30-day technical clarification retainer via dedicated review channel
Explicitly Excluded
To maintain strict technical objectivity and prevent conflicts of interest, our audit practice does not encompass:
- Direct production feature development or pull request authoring
- Vendor licensing procurement (OpenAI, Anthropic, AWS Bedrock, etc.)
- Long-term infrastructure hosting and maintenance operations
Engagement Timeline & Phases
Establish mutual non-disclosure, configure sandboxed read-only repository access, and baseline architectural dependency maps.
Examine ORM abstractions, data sanitization layers, caching strategies, telemetry logging, and asynchronous queue capacities.
Calculate token load budgets, concurrency limits, fallback circuit breakers, and context window overheads on critical pathways.
Deliver the final readiness scorecard, executive summary, and host an interactive technical workshop with your engineering leads.
Prerequisites & Team Preparation
Repository read access or anonymized code bundles, high-level system architecture diagrams, and current data schema definitions.
Next Engagement Step
Schedule an initial 30-minute scoping call to review repository parameters and receive a customized audit proposal.