Custom AI agents for every corner of your operations
We don't build demos. We build production AI agents — scoped to a specific workflow, integrated into your real systems, and delivering measurable results from go-live day one.
What makes a KonstructIN agent different from a chatbot
Scoped to one outcome
Every agent is defined by a specific input, a specific output, and a specific system integration — not a general-purpose assistant that does everything poorly.
Integrated, not isolated
Agents read from and write to your actual systems via API. They don't create new silos — they eliminate the manual work between existing ones.
Designed for uncertainty
Every agent has a confidence threshold. Below it, the agent escalates to a human — with full context attached. Autonomous where safe, supervised where necessary.
Private deployment option
Deploy on your own Azure, AWS or GCP infrastructure. Your data never leaves your environment. Full audit logs, RBAC, and compliance controls built in.
Observable and auditable
Every agent action is logged — what it processed, what it decided, why it escalated. Full observability from day one, not bolted on after production issues.
Production in 3–6 weeks
Not a 6-month project. A well-scoped single-workflow agent is in production within 3–6 weeks. Multi-agent systems within 8–14 weeks.
Six categories of agents — all in production at client sites
Operations Agents
Automate the operational backbone of your business — document processing, approval routing, data entry, reconciliation, and reporting.
- Invoice and purchase order processing
- Contract extraction and filing
- Approval routing and escalation
- Daily ops reporting and anomaly alerts
- Inventory and supply chain updates
Customer Support Agents
Handle tier-1 customer enquiries, resolve issues using live system data, and escalate complex cases to humans with full context.
- Order status and tracking queries
- Account and billing enquiries
- Product and policy FAQ resolution
- Return and refund initiation
- Complaint triage and routing
Data & Analytics Agents
Aggregate data from multiple systems, generate reports, surface insights, and deliver them to the right people automatically.
- Cross-system performance dashboards
- Automated weekly/monthly reports
- Anomaly detection and alerts
- Competitor and market monitoring
- KPI tracking and variance analysis
CRM & Sales Agents
Keep your CRM accurate, qualify leads automatically, and give your sales team a data advantage without adding admin work.
- Lead qualification and ICP scoring
- CRM enrichment from public and internal data
- Follow-up sequence triggering
- Meeting booking and calendar management
- Deal stage automation and reminders
Knowledge & Research Agents
Search, retrieve, and synthesise information from your internal documents and databases — giving your team instant, cited answers.
- Internal policy and procedure Q&A
- Contract and legal document search
- Product knowledge base assistant
- Due diligence research automation
- Competitive intelligence gathering
Orchestration Systems
Multi-agent systems where a coordinator agent manages specialised sub-agents — enabling complex, multi-step workflows to run end-to-end automatically.
- End-to-end sales pipelines
- Onboarding and offboarding orchestration
- Invoice-to-payment multi-agent flow
- Content creation and approval systems
- Cross-department data reconciliation
How we scope, build and ship production AI agents
Discovery & Scoping
We map the workflow, define input/output, identify system integrations, and write the success criteria before any code is written.
Architecture Design
LLM selection, prompt strategy, tool integration design, confidence threshold rules, escalation paths, and infrastructure planning.
Build & Test
Iterative build with weekly demos. Labelled test dataset evaluation, shadow-mode parallel testing, and edge-case resolution before go-live.
Deploy & Optimise
Production deployment on your infrastructure. Monitoring, logging, and ongoing optimisation based on real usage data.
Enterprise-grade AI infrastructure, rigorously tested
LLMs & Reasoning
Orchestration Frameworks
Vector & Memory
Cloud & Infrastructure
Tell us the workflow you want to automate.
We'll show you exactly how.
Book a free 30-minute strategy call. We'll scope the agent, estimate the timeline, and give you a fixed-cost proposal — no obligation.
Book a Strategy Call