LLMs chosen and operated deliberately
Model selection, prompting, fine-tuning and routing engineered for accuracy, latency and cost.
Where LLMs earns its place.
The model is a component, not the architecture. We keep it swappable, measure each candidate against your own tasks, and route by workload so accuracy and cost are both defensible.
Swappable by design
No architecture locked to one provider.
Benchmarked on your tasks
Public leaderboards do not decide it.
Routed by workload
Cheap models for easy paths, strong models where it counts.
What businesses use it for.
Conversational interfaces
Assistants for support, sales enablement and internal knowledge.
Content and summarisation
Drafting, summarising and restructuring long documents at volume.
Structured extraction
Turn unstructured text into validated, schema-conformant records.
What we do with it.
Model evaluation
Benchmark candidates on your own tasks for accuracy, latency and cost.
- Task-level benchmarks
- Latency and cost profiling
- Selection rationale
Prompt and context engineering
Versioned prompts, structured outputs and context budgeting.
- Prompt versioning
- Structured output schemas
- Context window strategy
Serving and routing
Gateways, fallbacks and per-workload routing with spend controls.
- Model gateway
- Fallback and retry
- Rate and spend limits
How delivery runs.
- Step 01
Assess
Understand the current state, constraints and the outcome that justifies the work. Current-state review · Requirements and success criteria · Costed target design
- Step 02
Build
Deliver in short increments with review points the business can act on. Incremental delivery · Automated testing · Documentation as we go
- Step 03
Operate
Monitor, support and hand over so the platform survives the project team. Monitoring and alerting · Runbooks and training · Optional managed support
What it sits alongside.
Providers
- OpenAI
- Anthropic
- Google Gemini
- Open-weight hosting
Tooling
- Model gateways
- Structured outputs
- Function calling
Assurance
- Eval harnesses
- Red-teaming
- Guardrails
Where we apply it most.
Practices that deliver this work.
Where we deliver this.
- India
- KSA
- UAE
- Oman
- Qatar
- USA
- UK
Proof from comparable engagements.
Take the detail with you.
Lucidspire company profile
Capabilities, delivery model and engagement options in one document.
Questions we are asked first.
Ready to build with it?
Talk to us
Share your LLMs brief
Tell us the outcome you need. We will come back with the approach, the shape of the team and the timeline.
Talk to us