Services
LLM integration for UK banks, fintechs and regulated firms
In short
LLM integration with retrieval, evaluation, tracing and cost control. You need it when llms are moving from demo to production-grade workflow. Provider abstraction, eval harness, observability and a cost dashboard.
What llm integration actually is
LLM integration with retrieval, evaluation, tracing and cost control.
When you need it
When LLMs are moving from demo to production-grade workflow.
What Forth delivers
Provider abstraction, eval harness, observability and a cost dashboard.
The pitfall we don't repeat
Single-provider lock-in and a runaway token bill nobody owns.
How we engage
Fixed-scope discovery, a 30-day pilot against a real workload, and a continuation engagement with named UK-based engineers. Every artefact is version-controlled and ready for second-line review.
Frequently asked questions
Do you deliver llm integration as a managed service?
Yes. We can run llm integration as a one-off engagement, as part of a programme, or as a continuous managed service with monthly reporting.
Can you work alongside our in-house team?
Yes — most engagements augment an existing team. We work to your tooling, your standards and your release process, not ours.
What evidence do you produce for our auditors?
Every engagement produces traceable evidence: scenarios mapped to requirements or controls, run logs, defect history and a sign-off pack your second line can use without rework.
How fast can you start?
Most llm integration engagements start within 2-4 weeks of a signed SoW, faster if there's an existing supplier framework in place.
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