The challenge
The challenges we solve
- 01
Pilots that stall before production
A proof of concept performed well in a demonstration, but no one planned for live data, real users, failure handling or the economics of daily operation.
- 02
Output that cannot be trusted
Assistants return confident answers that are incorrect, with no audit trail showing where an answer originated or how to correct it.
- 03
Knowledge work fragmented across systems
Teams re-key information between email, spreadsheets and business applications, and the work is too variable for rules-based automation.
- 04
AI investment without measurable return
Without a baseline, evaluation set or monitoring, leadership cannot tell whether a model is improving outcomes or quietly degrading.
Our solution
How our Applied AI & Agentic Systems practice helps
Enterprise AI development is the engineering of AI systems (agentic platforms, generative AI and machine learning) that carry out measurable work inside an organisation's processes, under governance and human oversight. VulcanTech designs, builds and operates AI systems that perform measurable work inside the enterprise: agentic platforms that execute multi-step processes, generative AI grounded in proprietary knowledge, and machine intelligence for forecasting, detection and classification. Our delivery record includes 72-hour air-quality forecasting for the Government of the Punjab, and AI disease detection and smart camera systems delivered under NDA. Every engagement is anchored in governance, evaluation and human oversight, so leadership can trust the output and quantify its value.
Agentic execution
Agents that operate within your systems of record to complete multi-step processes, with defined authority and human approval wherever accountability requires it.
Grounded generative AI
Language models anchored to approved enterprise knowledge, with source attribution so every answer can be verified before it informs a decision.
Predictive machine intelligence
Forecasting, classification and computer vision models validated against an agreed baseline before they reach operational use.
Production-grade from day one
Evaluation, observability, cost governance and drift monitoring are designed into the architecture, not retrofitted after go-live.
End-to-end solutions
Applied AI & Agentic Systems services
- 01Agentic AI Platforms
Governed AI agents that execute multi-step work across your systems, with people accountable for material decisions.
Explore Agentic AI Platforms - 02Generative AI & LLM Engineering
Enterprise generative AI grounded in your knowledge, evaluated rigorously and governed for production use.
- Foundation Model Integration & Fine-Tuning
- Enterprise Knowledge & Retrieval (RAG)
- Conversational AI & Copilots
- 03Machine Intelligence & Predictive Analytics
Production machine learning that turns operational data into forecasts, detection and better decisions.
Explore Machine Intelligence & Predictive Analytics
Our process
How we deliver
A delivery process you can see into — from first workshop to production support.
- 01
Discovery
A focused working session on your objectives, constraints and existing systems. It concludes with a scoped proposal and a clear view of value, risk and effort.
- 02
Architecture & planning
We agree the target architecture, data model and integration approach before product code is written, and secure your sign-off.
- 03
Iterative delivery
Working software reaches a staging environment on a regular cadence, giving stakeholders continuous visibility and the ability to steer priorities.
- 04
Assurance & hardening
Automated testing, accessibility and performance budgets, and a security review are completed before anything reaches production.
- 05
Launch & continuity
We manage cutover and remain engaged through an agreed support period, with a structured handover to your teams or ongoing operation by ours.
Business benefits
What you gain
Traceable, auditable output
Every answer and action is linked to source material, tool calls and logs, giving reviewers a clear account of how the system reached its result.
Governed human oversight
Approval gates, confidence thresholds and escalation paths keep accountable people in control of decisions with financial, legal or safety consequences.
Value measured against a baseline
Success metrics and evaluation sets are agreed early, and results are reported against the current process rather than a demonstration score.
Model-agnostic architecture
Move between hosted and open-weight models as cost, quality and data-residency requirements evolve, without re-engineering the application.
Predictable cost to serve
Caching, model routing and token budgets keep inference spend within plan, with usage dashboards that show exactly where cost is incurred.
Security and privacy by design
Access controls, data redaction, audit logging and private deployment options protect sensitive information across the AI pipeline.
Engagement models
Work with us the way that suits you
Outcome-based delivery
A defined scope, timeline and commercial model agreed after discovery. We own delivery risk against the agreed outcomes.
Best for: Well-defined initiatives, MVPs and first releases
Dedicated product teams
A cross-functional pod — engineering, design, QA and delivery leadership — aligned to your roadmap and scaled as priorities change.
Best for: Long-term product development and evolving roadmaps
Team extension
Senior engineers embed in your organisation, work inside your processes and report to your leaders — on contracts that assign all IP to you.
Best for: Adding specialist capability without growing headcount
Tools & technologies
The stack we build with
- Python
- TypeScript
- LangGraph
- OpenAI Agents SDK
- Claude API
- Model Context Protocol
- Temporal
- PostgreSQL
- Langfuse
- OpenAI API
- Claude API
- Google Gemini
- Llama
- LangChain
- LlamaIndex
- pgvector
- Azure OpenAI
- AWS Bedrock
- Python
- Python
- PyTorch
- scikit-learn
- XGBoost
- MLflow
- AWS SageMaker
- Apache Airflow
- Docker
- FastAPI
Customer stories
Proven delivery
Public tenderPublic Sector & Government · PakistanPunjab's environment department gives citizens live, forecast-led air-quality intelligenceEPCCD, Government of the PunjabRead the story 
Public tenderPublic Sector & Government · PakistanPunjab's Tourism Department centralises hotel licensing and citizen complaints in one secure portalTourism, Archaeology & Museums Department, Government of the PunjabRead the story 
Healthcare & Life Sciences · GlobalHealthcare partner gains a deep-learning model for medical image triageConfidential Healthcare Partner (NDA)Read the story
Resources
Latest insights
FAQ
Frequently asked questions
Can't find what you need? Ask us in the discovery session.
Free discovery session
Start your Applied AI & Agentic Systems project
Tell us what you're building. You'll hear back from an engineer, not an inbox.
- 1We reply within one business day to set up a 30-minute call.
- 2A senior engineer — not a salesperson — walks through your problem.
- 3You get a scoped proposal with timeline and cost. No obligation.
New projects & sales
[email protected]Existing clients & support
[email protected]