Autonomous Agents That Execute
Your Business Workflows
We build agentic systems that plan, call tools, and complete tasks end-to-end — reducing manual ops work across support, sales, and back office without sacrificing control.
What we build
End-to-end agentic AI services
From single-agent copilots to multi-agent orchestration systems — every capability you need to automate complex workflows reliably.
Autonomous AI Agents
Agents that plan, reason, call tools, and complete multi-step tasks end-to-end — without a human in the loop for every action. Built with LangGraph, CrewAI, or bespoke orchestration.
Multi-Agent Orchestration
Coordinated networks of specialised agents — a planner, executor, critic, and validator working together to tackle complex tasks that no single agent can handle reliably alone.
Tool Use & Function Calling
Agents wired to your real systems — databases, APIs, calendars, CRMs, file stores, and internal tools — so they complete tasks with live data, not hallucinated outputs.
Workflow Automation & RPA Bridges
AI-enhanced automation layered on top of existing RPA, Zapier, Make, or Temporal workflows — adding reasoning and adaptability to processes that break under edge cases.
Human-in-the-Loop Flows
Approval gates, escalation logic, and exception queues that keep humans informed and in control — with oversight that tapers automatically as the agent earns trust over time.
Conversational AI & Copilots
Task-completing chat interfaces embedded in your product — not just Q&A bots, but copilots that draft, search, submit, and act on behalf of the user within your platform.
Memory & Context Management
Short-term conversation memory, long-term user preference stores, and episodic recall — so agents stay coherent across sessions and improve with every interaction.
Agent Guardrails & Evaluation
Output validators, action blocklists, cost caps, and adversarial test suites — so agents behave safely in production and regressions are caught before they reach users.
Agent Ops & Monitoring
Trace logging, cost tracking, latency dashboards, and anomaly alerts across every agent run — so you have full visibility into what your agents are doing and why.
Where agents deliver value
Real automation across every department
AI agents aren't just for tech teams. We build automation that works where your business actually runs.
Customer Support
Triage, route, and resolve tier-1 tickets autonomously — escalating to humans only when confidence is low.
Sales
Research prospects, draft outreach, update CRM records, and schedule follow-ups without sales rep intervention.
Back Office
Invoice processing, contract review, compliance checks, and data entry across disconnected systems.
Engineering
Code review triage, PR summarisation, on-call alert enrichment, and runbook execution.
Operations
Supply chain monitoring, exception handling, vendor communication, and report generation.
HR & Recruiting
Resume screening, interview scheduling, onboarding checklist automation, and policy Q&A.
80%
Task automation rate
5×
Productivity gain
24/7
Autonomous operation
30+
Integrations supported
Our Approach
How we build and deploy agents
Safety and reliability first — we earn the right to expand autonomy, we don't assume it.
Workflow Discovery
Map every manual process worth automating — volume, error rate, and time cost — to build a prioritised automation roadmap.
Agent Design
Simulation & Eval
Guarded Rollout
Monitor & Improve
Ready to automate your most repetitive workflows?
Tell us your highest-volume process — we'll scope an agent that handles it reliably within weeks.
Technologies
Our agentic AI stack
LangGraph
Agents
CrewAI
Agents
OpenAI
LLM
Anthropic
LLM
LangChain
Orchestration
Temporal
Workflow
Prefect
Workflow
Python
Language
TypeScript
Language
FastAPI
Backend
Redis
Cache
Kafka
Streaming
Why mabzone
What sets us apart
How we make AI agents reliable — not just impressive in a demo.
Production reliability first
We solve the reliability problem — agents that work in demos often fail in prod without our guardrail layer.
Deep system integrations
Agents connect to your real systems — CRMs, ERPs, ticketing, and internal APIs — not just toy sandboxes.
Human-in-the-loop by design
Escalation paths and approval gates are designed properly — not bolted on as an afterthought.
Full trace logging
Every agent decision is logged from day one so you can audit, debug, and prove compliance.
Gradual autonomy expansion
We don't hand over control until trust is earned — scoped pilots before full automation rollout.
Compliance & Standards
Compliance Standards That Shape Our AI Agents Practice
Every AI agent we deploy is governed by data privacy, safety, and accountability frameworks — so automation happens within boundaries your legal and compliance teams approve.
GDPR (EU)
Data privacy controls for agents processing EU personal data
EU AI Act
Risk classification and transparency rules for autonomous AI agents
ISO/IEC 42001
AI management system for accountable agent governance
NIST AI RMF
Risk management framework for trustworthy AI agents
SOC 2 Type II
Security and availability controls for agent infrastructure
ISO 27001
Information security management for agent platforms
OWASP LLM Top 10
Security guidelines for LLM-powered agent systems
CCPA
Consumer data rights for automation serving California users
HIPAA
Protected health information rules for healthcare agents
IEEE 7000
Ethical design standards for autonomous AI systems
Frequently Asked Questions
Common questions about building AI agents and automation systems.
Let's Build Together
Which manual process should your team stop doing?
Tell us your highest-volume, most repetitive workflow — we'll scope an agent that handles it reliably within weeks.