AI Enablement that reaches production
Move AI from pilots and demos into production workflows with evaluation, guardrails and owners.
- Production
- Not proof of concept
- Measured
- Answer quality
- Attributed
- Run cost
What this solves.
Most AI work stops at a convincing demo. Production needs retrieval over your own data, evaluation you trust, cost control and a person accountable for quality after launch.
Grounded in your data
Retrieval architecture over the documents and records you already own.
Measured, not asserted
Evaluation sets and regression checks before anything ships.
Cost per outcome
Token, model and infrastructure spend attributed to each workflow.
What leaders tell us is not working.
Pilots that never ship
Prototypes prove feasibility but have no path to a supported production service.
No way to judge quality
Without evaluation data, teams argue about outputs instead of measuring them.
Governance arrives late
Access, retention and audit questions surface after the workflow is already live.
How we deliver it.
Use-case selection
Pick workflows where the value and the failure cost are both known.
- Value and risk scoring
- Data readiness check
- Success criteria
Build with evaluation
Retrieval, agents and tooling built alongside an evaluation harness.
- RAG and vector search
- Agent orchestration
- Eval sets and guardrails
Operate and improve
Monitoring, cost control and a feedback loop into the next release.
- Observability
- Cost dashboards
- Model and prompt versioning
What we build and run with.
Models and gateways
- OpenAI
- Anthropic
- Gemini
- Model routing
Retrieval
- pgvector
- Hybrid search
- Chunking pipelines
- Rerankers
Operations
- Evaluation harness
- Tracing
- Cost telemetry
What good looks like.
- Production
- Not proof of concept
Supported services with named owners.
- Measured
- Answer quality
Regression-tested against curated evaluation sets.
- Attributed
- Run cost
Spend visible per workflow and per user.
Where this lands most often.
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 move on this?
Talk to us
Share your ai enablement brief
Tell us the outcome you need. We will come back with the approach, the shape of the team and the timeline.
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