The challenge
What organisations face
Customers now expect AI assistance inside the software they already use, and competitors are shipping it. Bolting a generic chat window onto a product rarely delivers value: it lacks tenant context, cannot take actions, ignores permissions and introduces unpredictable inference costs that erode margins.
The solution
What VulcanTech engineers
VulcanTech would design a copilot architecture that retrieves tenant-scoped data, exposes product actions as permission-checked tools and routes requests across foundation models by task and cost. Prompt and model versioning, evaluation suites, usage metering and guardrails sit in a shared AI service layer, so product teams can add new AI features without rebuilding the foundations.
Expected outcomes
What changes for the business
- AI features that act within real product workflows
- Tenant data isolation preserved end to end
- Inference costs visible and managed per feature
Capabilities
Service lines involved
- Generative AI & LLM EngineeringEnterprise generative AI grounded in your knowledge, evaluated rigorously and governed for production use.
- Foundation Model Integration & Fine-TuningFoundation models embedded in your products and operations, adapted to your domain where the evidence supports it.
- SaaS Product EngineeringMulti-tenant, subscription-ready SaaS products engineered for enterprise customers from the first release.
Technology & SaaS
Related use cases
- Multi-tenant platform re-architectureRe-architecture of a growing SaaS product for tenant isolation, elastic scale and enterprise deployment options.
- Enterprise customers onboarded without bespoke builds
- Demonstrable tenant isolation for security reviews
- Usage-based billing and entitlementsMetering, pricing and entitlement services that support hybrid seat, usage and AI-credit pricing models without hard-coded logic.
- Pricing changes launched without engineering releases
- Accurate, explainable invoices customers can verify
- Agentic customer supportAI agents that resolve routine support requests end to end, from diagnosis to account changes, and hand complex cases to people.
- Routine requests resolved without waiting in a queue
- Support teams focused on complex, high-value cases
Free discovery session
Explore in-product AI copilots for your organisation
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.
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