AI Agents

AI agent development — GPT-4o and Claude automation

Custom AI agent development builds autonomous systems on GPT-4o and Claude that qualify leads, handle support, and run operations 24/7. — not just answer questions. Research competitors, qualify leads, draft proposals, update your CRM, send follow-ups, and complete complex multi-step tasks with zero human involvement.

orchestrator.py $ agent model: gpt-4o tools: [crm, email] status: running CRM AGENT Updating contacts Scoring leads Routing enquiries LIVE EMAIL AGENT Drafting replies Sending sequences Tracking opens LIVE RESEARCH AGENT Web browsing Data extraction Summarising LIVE TASK LOG ✓ Lead scored: TechCorp (+82pts) — routed to sales → Drafting follow-up for 12 open leads... ⟳ Researching: competitor pricing landscape — 3 agents active · 47 tasks completed today
The Problem

High-value work is getting buried
under low-value tasks

Your Best People Doing Admin

Senior team members spend 40% of their time on tasks that don't require their expertise - research, data entry, scheduling, follow-ups.

🔄

Repetitive Processes at Scale

As volume grows, so does the manual work. Qualifying 10 leads is manageable. Qualifying 500 requires either a team or an AI agent.

Business Stops When You Do

Manual operations only run when people are working. An AI agent runs 24 hours a day, 7 days a week, across every time zone.

💰

Cost of Human Error

Repetitive tasks handled by humans produce inconsistent results. AI agents execute with perfect consistency, every single time.

What AI Agents Can Do

Real-world agent applications
we build for clients

Lead Qualification Agent

Monitors new leads, researches their company and role, scores by fit, and routes qualified leads to the right sales rep - automatically.

📧

Outreach & Follow-Up Agent

Sends personalised cold outreach, tracks responses, follows up at optimal times, and escalates interested prospects to your sales team.

🔍

Research & Intelligence Agent

Monitors competitors, tracks industry news, compiles market research, and delivers structured briefings to your inbox on a schedule.

📄

Document Processing Agent

Reads contracts, invoices, and reports - extracts key data, flags anomalies, and updates your systems without human review.

🛎️

Customer Support Agent

Handles tier-1 support queries, escalates complex issues to humans, logs everything in your CRM, and follows up to confirm resolution.

📊

Reporting Agent

Pulls data from multiple sources, compiles into structured reports, generates insights, and distributes to the right stakeholders automatically.

What You Get

Outcomes, not just deliverables

We don't sell features. We sell results. Here's exactly what you'll walk away with.

Custom Agent Architecture

A purpose-built agent designed for your specific use case - not a generic chatbot with an agent label.

Tool & API Integrations

Your agent connects to your CRM, email, calendar, databases, and any other tool it needs to complete its tasks.

Human-in-the-Loop Controls

Define exactly which decisions require human approval and which the agent handles autonomously.

Monitoring & Logging

Full audit trail of every action your agent takes - for compliance, quality control, and continuous improvement.

Escalation Logic

Clear rules for when the agent escalates to a human - so nothing important falls through the cracks.

Continuous Improvement

Monthly reviews of agent performance with refinements to logic, prompting, and tool use as your needs evolve.

Why Webcubator

Built differently.
Delivered differently.

Traditional Automation
AI Agents by Webcubator
Rigid if/then rules, breaks on edge cases
Adaptive reasoning that handles novel situations intelligently
Can only do exactly what it's programmed
Can reason, decide, and take contextually appropriate action
Requires a human to handle exceptions
Handles most exceptions autonomously with appropriate escalation
Works on structured data only
Reads emails, PDFs, web pages, and unstructured data natively
Expensive to maintain as rules grow
Improves over time with feedback and refinement
Our Process

How we turn your vision
into working software

01

Agent Discovery

We identify the highest-ROI agent for your business - mapped to a specific task, a measurable outcome, and a clear build scope.

02

Tool & Integration Mapping

We identify every system your agent needs to access and design the integration architecture.

03

Prompt Engineering & Logic Design

We design the agent's reasoning process - decision trees, tool selection, output formatting, and escalation rules.

04

Build & Integration

We build the agent using the appropriate framework (LangChain, CrewAI, or custom) and connect all integrations.

05

Testing & Red-Teaming

We test your agent against hundreds of scenarios - including edge cases and adversarial inputs - before going live.

06

Deploy, Monitor & Refine

We deploy, monitor closely, and refine the agent's behaviour based on real-world performance data.

FAQ

Common questions

What's the difference between an AI agent and a chatbot?

A chatbot responds to questions. An AI agent takes actions - it can browse websites, send emails, update databases, call APIs, and complete multi-step tasks. The difference is passivity vs agency.

Which AI models do you use?

Primarily GPT-4o (OpenAI) and Claude 3.5 Sonnet (Anthropic) depending on the use case. We select the model that best fits the task's reasoning requirements, cost constraints, and latency needs.

How long does it take to build an AI agent?

A focused, single-purpose agent typically takes 3–6 weeks. A complex multi-agent system with many integrations is 8–14 weeks.

Is my data safe?

Yes. We design agents with data minimisation principles - agents only access the data they need for each specific task. We can deploy entirely within your own infrastructure if required.

What happens if the agent makes a mistake?

Every agent we build has human-in-the-loop controls for high-stakes decisions, a full audit log, and rollback capability. We also include monitoring alerts for anomalous behaviour.

Ready to put AI to work in your business?

Book a free AI discovery call. We'll identify the highest-value agent opportunity in your business and show you exactly what it would do and what it would cost.