AI automation for real operations
Turn repetitive work into intelligent, connected systems.
We design practical AI agents, automated workflows and connected business systems that reduce manual effort, improve response times and give teams better operational clarity.
Human-approved workflows API-first integrations Measurable outcomes
AI OrchestratorUnderstands · decides · routes
Faster responseAutomated routing and follow-upLess manual workRepeatable tasks handled automaticallyBetter consistencyRules, data and approvals stay alignedConnected systemsCRM, email, chat and business tools
AI automation estimator
Define the workflow. See the likely project range.
Choose the closest use case, integration complexity and intelligence level. The estimate updates instantly and can be sent directly into your project inquiry.
Data privacy considered Human approval options Existing tools supported
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What should the automation improve?
How many systems need to connect?
Select the capabilities you need.
Choose the intelligence level.
How the system works
Automation should connect the full journey—not just one isolated task.
Trigger
A lead, email, form, message, file or scheduled event starts the workflow.
Understand
AI classifies the request, extracts information and identifies intent.
Decide
Rules, confidence checks and business logic determine the next action.
Act
The system updates tools, sends responses, creates tasks or requests approval.
Measure
Every action is logged so performance and exceptions stay visible.
Markone AI OperationsAll systems active
Live orchestration Lead qualified and assigned Now Proposal summary generated 3m Support request escalated 8m CRM record enriched 14m
AI agents with guardrails
Give every agent a clear role, the right tools and controlled authority.
We design agents around specific responsibilities rather than vague chatbot promises. Each agent has defined inputs, approved actions, escalation rules and measurable outcomes.
Lead Qualification Agent
Scores enquiries, enriches data and routes opportunities.
Support Resolution Agent
Answers known questions and escalates sensitive cases.
Document Intelligence Agent
Reads files, extracts structured data and flags exceptions.
Operations Assistant
Coordinates tasks, reports and internal knowledge requests.
High-value automation opportunities
Start where repetitive work creates the most friction.
We prioritize workflows with clear volume, measurable time savings and controlled business risk.
AI support and enquiry handling
Instant responses, intelligent routing, knowledge retrieval and human escalation.
Support · WhatsApp · Email · CRMLead qualification and follow-up
Capture, enrichment, scoring, personalized responses and sales assignment.
Forms · CRM · Email · CalendarDocument and data processing
Extract invoices, applications, reports and business records into structured workflows.
Files · OCR · Validation · ERPInternal knowledge assistant
Help teams find policies, project information and operational answers quickly.
Drive · Notion · CRM · HelpdeskContent and campaign workflows
Draft, review, personalize and distribute content with approval checkpoints.
CMS · Social · Email · AnalyticsConnected to your existing stack
Your automation should work with the tools your business already uses.
AI Automation Layer
CRM Email WhatsApp Calendar Project tools Databases Commerce Cloud APIsResponsible implementation
Automation with visibility, control and fallback paths.
We treat trust as a system requirement. Sensitive actions can require approval, every important event can be logged and exceptions can always reach a human.
Human approval
Keep people in control of high-impact decisions.
Audit trail
Record inputs, actions, outcomes and exceptions.
Access control
Limit each workflow to the data and actions it needs.
Fallback handling
Route uncertainty and failed actions to the right person.
AI automation FAQs
Practical answers before you automate.
Every project begins with workflow discovery, technical access review and a clear definition of what AI should—and should not—do.
What business processes can be automated with AI?
Common opportunities include enquiry handling, lead qualification, document processing, CRM updates, reporting, internal knowledge search and customer support.
Do we need to replace our current software?
Usually not. We can often connect existing tools through APIs, webhooks or controlled browser workflows, depending on the platform.
Can AI automation make decisions automatically?
Yes for clearly defined low-risk decisions. Higher-impact actions can require human approval or confidence thresholds before execution.
Which AI models do you use?
The model is selected according to the workflow, privacy needs, output quality, cost and available technical integrations rather than using one provider for every case.
How do you protect business data?
We minimize data access, apply role controls, use secure transport and design workflows around the privacy and retention requirements agreed for the project.
Can you automate WhatsApp and CRM follow-up?
Yes, subject to approved provider access and messaging policies. Workflows can capture enquiries, update CRM records, route leads and send controlled follow-ups.
How long does an AI automation project take?
A focused workflow may take several weeks. Multi-system automation, document intelligence or autonomous agents require more discovery, testing and governance.
Will the system improve after launch?
We can review logs, exception patterns and business outcomes to refine prompts, rules, data retrieval and workflow logic after launch.
Build your automation roadmap
Start with one workflow that creates measurable value.
Share the process that consumes the most time or creates the most delay. We’ll help you define a practical automation approach with the right level of AI and human control.