Everything you need to go from manual operations to intelligent automation
KonstructIN delivers the complete AI agent stack — from strategy and design through to build, integration, deployment, and ongoing optimisation. One partner, end to end.
Custom AI Agent Development
We design and build purpose-built AI agents that handle specific business workflows from input to completion — integrating with your real systems, not running in a sandbox.
- ✓ LLM selection (GPT-4o, Claude, Gemini, private models)
- ✓ Prompt engineering and reasoning architecture
- ✓ Tool use: APIs, databases, file systems, messaging
- ✓ Human-in-the-loop escalation design
- ✓ Full audit logging and monitoring
Built for your workflow, not a generic use case
Most AI tools are built for the average business. We build agents for your specific workflow — your data formats, your approval chains, your edge cases, your systems.
Before we write a single line of code, we spend time understanding the exact task: what triggers the workflow, what data the agent needs, what systems it must read from and write to, and what should happen when confidence is low. This scoping process is why our agents work in production from day one.
Multi-Agent Workflow Systems
Complex business operations need networks of specialised agents working in coordination. We design and build orchestrated multi-agent systems where each agent handles its domain and hands off to the next — automatically.
- ✓ Orchestrator-worker agent architecture (LangGraph)
- ✓ State management and memory between agent steps
- ✓ Parallel agent execution for speed
- ✓ Failure handling and automatic retry logic
- ✓ Human checkpoint design for high-stakes decisions
When one agent isn't enough
A single AI agent handles one bounded task well. When a business operation has multiple distinct steps — each with its own data sources, logic, and failure modes — a multi-agent system is the right architecture.
We've built multi-agent systems that cover entire operational functions: a sales operations system where one agent qualifies leads, a second enriches CRM data, a third drafts outreach, and a fourth books meetings — all without human intervention for standard cases.
Eliminate the workflows that eat your team's week
Every business has workflows that run on human effort alone — data entered manually from one system into another, reports assembled from spreadsheets, approval emails that sit in inboxes. We identify these and automate them with AI agents that handle the volume, the variation, and the exceptions.
Reporting Automation
Daily, weekly and monthly reports generated automatically from your live data — delivered to the right people before they ask.
Document Processing
Invoices, contracts, forms and applications read, extracted and filed automatically — without a human touching standard cases.
Approval Workflows
Routing, reminders, escalations and notifications — automated based on rules your team defines, with full audit trail.
Connect every system. One intelligent layer.
Your tools don't talk to each other — your CRM doesn't update when a support ticket closes, your ERP doesn't sync when a deal is won, your database doesn't reflect what's in your spreadsheet. AI agents solve this by acting as the intelligent middleware that keeps everything in sync.
Your team's private AI assistant — trained on your business
A private AI copilot that knows your products, your policies, your processes, and your customers. Deployed inside your organisation so your team can get instant, accurate answers from your own data.
- ✓ Trained on your internal documentation
- ✓ Deployed privately on your infrastructure
- ✓ Accessible via Slack, Teams, web, or API
- ✓ Role-based access controls
Instant answers from 50,000 pages of institutional knowledge
Retrieval-Augmented Generation systems that search your internal documents, databases and knowledge bases — giving your team accurate, cited answers in seconds rather than hours spent searching.
- ✓ Indexes documents, PDFs, wikis, databases
- ✓ Semantic search with source citations
- ✓ Continuous sync as documents are updated
- ✓ On-premise or private cloud deployment
Not sure which service fits your problem?
Start with a free strategy call. In 30 minutes we'll map your highest-ROI automation opportunity and tell you exactly what to build.
Book a Strategy Call →