Custom AI agents, Model Context Protocol (MCP) tooling, and DevOps automation pipelines for productivity, BI, and business workflows. Guardrails, tool access, and human approval where risk is high.
From a single workflow pilot to multi-tool agents wired into your stack.
Agents that plan steps, call APIs and scripts, and complete workflows inside your systems with clear success metrics.
Model Context Protocol tooling so agents use controlled data sources and actions safely, not only chat.
Review loops, deploy checks, ticket triage, and ops pipelines with human approval on high-risk steps.
Agents that gather data, draft reports, and surface anomalies so teams spend less time on manual pulls.
Multi-step pipelines across CRM, ticketing, docs, and chat with logging and retries.
Start with one bounded workflow, measure outcomes, then expand coverage without a big-bang rewrite.
We design agents around real tools and approvals: MCP servers, APIs, scripts, and your existing stack.
Sensitive or high-volume inference pairs with our Cloud and Private AI hub when data must stay on-prem. Agent sales live here; private LLM platforms live there.
Flexible budgets welcome. A focused pilot can prove value in weeks, then grow into broader automation.
Agents can plan steps, call tools (APIs, MCP, scripts), and complete workflows with guardrails. Chatbots mostly answer text. We build agents that do work inside your systems.
Model Context Protocol lets agents use controlled tools and data sources. We design custom MCP servers so your agents act safely on your stack, not only in a chat window.
Yes: review loops, report generation, ticket triage, deploy checks, and data workflows, with human approval where risk is high.
Either. Sensitive workflows often pair with our Cloud and Private AI hub (on-prem/RAG). Public APIs are fine when data policy allows.
A focused pilot is often weeks: one workflow, clear success metrics, then expand. Timeline depends on tool access and approval rules.
No. We automate repetitive, well-bounded work and keep people on judgment, exceptions, and strategy.
Tell us the workflow you want to automate and any constraints on data or tools. We will propose a realistic pilot.
or email info@shambix.com