AI applied to real workflows
Applied AI inside real workflows, with evaluation, guardrails and cost control from the start.
Where AI earns its place.
AI is only useful where a workflow currently costs time, accuracy or headcount. We pick those workflows deliberately, ground the system in your own data, and prove quality before anyone depends on it.
Workflow-led
Chosen where value and failure cost are both known.
Grounded
Answers come from your documents and records.
Governed
Access, retention and audit designed in, not retrofitted.
What businesses use it for.
Knowledge assistance
Grounded answers for support, sales and internal teams from approved content.
Document processing
Extraction, classification and validation for high-volume paperwork.
Decision support
Risk, pricing and prioritisation assistance with human review in the loop.
What we do with it.
Use-case shaping
Score candidate workflows on value, risk and data readiness.
- Value and risk scoring
- Data readiness review
- Success criteria
Build and evaluate
Retrieval, agents and tooling delivered with an evaluation harness.
- Retrieval architecture
- Agent orchestration
- Evaluation sets
Operate
Monitoring, cost telemetry and a release process for prompts and models.
- Tracing and monitoring
- Cost dashboards
- Prompt and model versioning
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.
Models
- OpenAI
- Anthropic
- Gemini
- Open-weight models
Retrieval
- pgvector
- Hybrid search
- Rerankers
Operations
- Evaluation harness
- Tracing
- 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.
How we think about this work.
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 AI 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