Why MCP Matters
As autonomous agents scale across Service, Sales, and custom apps, leaders need enterprise‑grade controls—without slowing innovation.
Shadow Prompts & Tools
Shadow prompts and tool changes create brand & compliance risk
Hallucinations
Hallucinations erode trust and inflate support costs
Hidden ROI Killers
Lack of cost and latency insights hides ROI killers
Manual Evaluations
Manual evals can't keep pace with daily agent iterations
What MCP Delivers
Unified Agent Observability
Latency, cost, and success‑rate dashboards across every org, LLM, and channel.
Policy Guardrails
Role‑based prompt controls, sensitive‑data redaction, and profanity filters enforce brand & regulatory standards.
Automated Evaluations
Quality, tone, bias, and security tests run on every prompt change—gating deploys.
Prompt & Tool Registry
Central catalog with versioning, approvals, and dependency graph for safe reuse.
Cost Governance
Per‑agent, per‑LLM cost breakdowns with budget alerts and optimisation suggestions.
Blue‑Green Rollouts
Traffic splitting and instant rollback ensure safe experimentation.
MCP Control Loop
The MCP control loop ensures every agent is observable, evaluated, and optimised in production.
Instrument
SDK injects observability & policy hooks into every agent execution.
Monitor & Evaluate
Real‑time metrics stream to MCP dashboards; automated evals score each run.
Optimise & Rollout
Insights trigger prompt tweaks, cost caps, or model swaps—promoted via CI/CD to production orgs.
PipeIQ MCP Services
- ✅MCP Readiness Audit — Assess org landscape, agent footprint, and compliance needs
- ✅Control‑Plane Deployment — Configure observability, policies, and SSO across sandboxes & production
- ✅Prompt & Tool Catalog Setup — Migration of existing prompts, tagging, versioning, and dependency mapping
- ✅Automation & CI/CD — Integrate MCP with GitHub Actions or Bitbucket Pipelines for gated releases
- ✅Cost & Performance Optimisation — Model selection, context‑window tuning, and traffic‑splitting experiments
- ✅Enablement & COE — Admin training, playbooks, and on‑call runbooks for ongoing success
Gain Control of Your AI Agents
Book a consultation to see how PipeIQ can deploy and optimise Agentforce MCP for your Salesforce landscape.
