Services / AI Integration & MCP Architecture
Connect AI to the Tools Your Business Actually Runs On
Model Context Protocol architecture, secure tool calling, and the integration layer that makes AI useful inside the enterprise.
Overview
AI only creates business value when it can reach the systems where work actually happens, ERPs, CRMs, ticketing, data warehouses, and internal APIs. The challenge is doing this securely, with auth, audit, and governance that meet enterprise standards.
Fintechy specializes in AI integration architectures built on Model Context Protocol (MCP), the emerging open standard for connecting LLMs to tools and data sources. We design, build, and operate the integration layer that turns isolated AI capabilities into production-grade enterprise systems.
Capabilities
MCP Server Design
Typed tool definitions, resource providers, and prompt templates that expose enterprise systems to AI safely.
Auth & Secrets
OAuth, service accounts, scoped tokens, and secret rotation integrated with your IdP.
Tool Governance
Allowlists, rate limits, blast-radius controls, and per-tool audit logging.
Data Connectors
Structured and unstructured data connectors with RAG, vector stores, and access control enforcement.
Enterprise Integration
Bridge AI to ERPs, CRMs, ticketing, and event buses with retries, idempotency, and backpressure.
Observability
Trace every tool call and data access with full replay and compliance reporting.
How We Deliver
Engagement Process
Inventory
Map systems, data sources, and the tool surface AI actually needs.
Architect
Design the MCP layer, auth model, and governance controls.
Build
Implement tool servers, connectors, and observability.
Operate
Run the integration layer with SLOs, alerting, and continuous audit.
Outcomes You Can Expect
- A single, auditable integration layer instead of dozens of bespoke AI connectors
- Security and compliance posture that satisfies internal audit and external regulators
- Faster time-to-production for every subsequent AI use case
- Clear cost and performance visibility across tool calls and data access
Frequently Asked Questions
Start with a AI Integration & MCP Architecture conversation
Talk to a Fintechy engineer about your highest-leverage use case.