AI Integration
API Development & Orchestration for AI Systems
Building an API for AI is not the same as building a REST endpoint. Model latency, output variability, auth boundaries, and downstream system expectations require deliberate API design, not the same patterns you use for CRUD services.
What you get
- A documented API contract your team can maintain and extend
- Auth and permissions boundaries aligned to your security policy
- Orchestration logic that routes AI output into your existing systems
- Rate limiting, error handling, and retry logic designed for model latency
- Observability hooks so you know when the API is degrading
What This Covers
Specific capabilities and deliverables within this engagement.
API Design
- AI-aware endpoint design (latency, variability, streaming)
- Auth model aligned to your existing identity provider
- Versioning strategy for model updates
- Rate limiting and throttling for cost control
Orchestration Logic
- Multi-step pipeline orchestration
- Output routing to downstream systems
- Human review loops where required
- Fallback handling when model output is out of bounds
Documentation & Contracts
- OpenAPI spec generation
- Internal developer docs
- Change log and versioning policy
- Runbook for operations team
Observability
- Request/response logging with PII controls
- Latency and error rate monitoring
- Model output quality sampling
- Alerting thresholds for drift detection
Engagement flow
How the work progresses
Each step produces concrete decisions, artifacts, and sequencing guidance your team can use immediately.
Stack & Requirements Audit
Review existing APIs, auth patterns, and downstream system expectations before designing anything.
API Contract Design
Define endpoints, schemas, auth model, and error handling before writing a line of production code.
Build & Integration Testing
Implement the API layer with end-to-end testing against real downstream system behavior.
Observability Setup & Handoff
Configure monitoring, document the runbook, and hand off to your team with a live deployment.
Best fit signals
This work is most valuable when the need is clear but structure, ownership, and sequencing are not yet defined.
Related services
Ready to Get Started?
Book a strategy call to discuss your requirements and whether this engagement is the right fit.