services / ai-integration
AI API & System Integration
Add AI capabilities to your existing software, CRM or internal tools without replacing the systems your business depends on.
Scoped quoteTimeline: Defined after discovery
Where this helps
- Add document extraction to an admin dashboard
- Draft replies inside an existing support tool
- Connect an AI feature to a CRM or mobile app
Scope & approach
We review the existing application, data access and integration points before adding AI. Model calls stay behind a secure server boundary, with validated inputs, usage limits and error handling. The integration can provide search, extraction, classification or drafting while retaining existing authentication and business rules. We agree a rollout and fallback plan before launch.
What’s included
- Existing-system technical review
- Server-side model API integration
- Authentication and data permissions
- Structured output validation
- Usage limits and failure handling
- Staged rollout and documentation
What you take away
- AI features inside the tools your team already uses
- Documented API contracts and failure paths
- Visibility into usage, latency and ongoing costs