The challenge
Where teams get stuck
The problems we're most often brought in to solve.
- 01
Generic assistants lack enterprise context
Off-the-shelf AI tools cannot see your systems, policies or data, so teams still perform the underlying work manually.
- 02
High-volume, highly variable demand
Incoming requests are too varied for templates and rules, yet too frequent to keep handling by hand.
- 03
Exposure to unintended actions
Leadership is concerned that an agent could send the wrong message or amend the wrong record without detection.
Overview
Autonomous AI Agents at VulcanTech
Custom AI agents are purpose-built AI systems that own one defined business process end to end, within governed boundaries. VulcanTech engineers autonomous agents for operational roles such as service triage, lead qualification, document processing and report preparation. Each agent is connected to the systems its process depends on, restricted to the actions it requires and validated against real examples from your business before it handles live work.
Key deliverables
- Agent scope and permissions matrix
- Production agent and integrations
- Approval interface or queue
- Evaluation test set
- Operations runbook
What you get
What Autonomous AI Agents includes
Process-specific design
Instructions, tools and limits designed around one documented business process and its edge cases.
System connectors
Integrations with CRM, helpdesk, email, document repositories and internal APIs using scoped credentials.
Validated structured output
Outputs checked against schemas before any write to a system of record, preventing malformed or partial updates.
Draft-and-approve operation
Agents stage actions for review first; automatic execution is enabled only for proven, low-risk steps.
Run history and audit trail
A searchable record of every run, including inputs, tool calls, outputs and approvals.
Continuous improvement
Failures are reviewed, added to the test set and resolved through prompt, tool or workflow changes.
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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.
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
- OpenAI Agents SDK
- Claude API
- Model Context Protocol
- FastAPI
- PostgreSQL
Why VulcanTech
A partner, not a vendor
Senior engineering, honest delivery, and work we can name.
Senior engineers own delivery
The engineers who scope your programme in discovery are the engineers who deliver it. There is no hand-off to a junior bench after contract signature.
Engagement models that fit
Outcome-based delivery, dedicated product teams, team extension or global capability centres, matched to how your organisation prefers to work.
A verifiable track record
Every customer story we publish describes real production work, naming the client wherever confidentiality allows, including public-sector platforms secured through competitive tenders.
80+ projects in 16 countries
Delivered since 2021 across the public sector, real estate, healthcare, manufacturing and consumer technology, for regulated and high-growth organisations alike.
FAQ
Frequently asked questions
Can't find what you need? Ask us in the discovery session.
Free discovery session
Start your Autonomous AI Agents 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
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