DevupixFor teams with a stalled AI pilot
Your AI pilot works in the demo. Let's make it work for customers.
We turn AI prototypes into reliable, measurable, cost-controlled production systems.
Fixed price · From $2,500
- Answer quality
- Illustrative improvement from pilot to production
- p95 latency
- Illustrative improvement from pilot to production
- Cost per request
- Illustrative improvement from pilot to production
Eval pass rate across releases
The problem
Most AI pilots stall before production
Most AI pilots stall before production. They're unreliable on real inputs, hard to measure, slow, or too expensive at scale.
- Deloitte State of AI in the Enterprise 2026
- 25%Only 25% of companies have moved 40% or more of their AI pilots into production.Source: Deloitte State of AI in the Enterprise 2026
What we do
Everything between the demo and real customers
- 01
Evals
Measure answer quality on your real data before and after every change.
- 02
Reliability
Guardrails, fallbacks, retries, and timeouts.
- 03
Monitoring
Quality, latency, and cost tracked in production.
- 04
Cost control
Model selection, caching, batching, and inference/GPU cost optimization.
- 05
Deployment
Proper infrastructure, CI/CD, and scaling.
- 06
Retrieval (RAG)
Grounding answers in your own data.
Fine-tuning
Do you actually need fine-tuning?
Often not. Better prompting, retrieval, and evals solve most problems faster and more cheaply. When fine-tuning is the right tool — consistent format or tone, domain-specific behaviour, or reducing cost with a smaller model — we do it, measured against a clear baseline.
How it works
A clear path to production
- 1
Free 15-min review
- 2
Fixed-price production readiness assessment
- 3
Implementation sprint
- 4
Optional ongoing monitoring and optimization