AI Prototype to Production
Take your AI idea from prototype to production with independent experts who’ve done it for organisations like yours.
Navigate from AI experimentation to production reality
Many businesses struggle to move beyond experimentation due to technical complexity, regulatory hurdles, and uncertainty around vendor selection. Our engineering-led advisory bridges that gap. We combine deep expertise in AI development and deployment with hands-on experience in highly regulated, complex environments – so you get practical guidance, not theory.
Make the best choice
We are vendor-agnostic and have experience with a wide array of tools and platforms, so we can help you select those that are best-suited to your organisation.
Overcome obstacles
We help you overcome barriers to deployment and gain stakeholder alignment.
Reach the end goal
We’ve delivered £1 million in annual savings by developing a RAG-based bot for customer services which has made information retrieval more efficient.
Blinqx: From prototype to production
Learn how Scott Logic and Blinqx developed a GenAI-powered legal case timeline, delivering a product that accelerates document analysis and automates paralegal tasks for legal customers.
With a small team and in a short timeframe, Scott Logic has accelerated our AI journey while providing assurance of the technology to justify the confidence level that we and our customers require.
Martijn Weltevreden, Product Owner AI, Blinqx
Our tried-and-tested pathway to production
We’ve implemented GenAI for a diverse range of client use cases, from helping one of the largest US financial institutions use GenAI to boost productivity, to integrating GenAI into a legal platform to provide advanced document analysis.
1. Technical Foundation
Activities
- Design production architecture with emphasis on non-deterministic system management and integration with existing data stores and systems.
- Create security patterns and controls for AI-specific threats and identified risks
Outcomes
- Risk vs cost evaluation of the existing prototype implementation as foundations for production.
- Pre-release security sanity checks are embedded.
- Content filtering and guardrails are established.
2. Governance and Quality
Activities
- Testing frameworks for probabilistic outputs/non-deterministic behaviour.
- Validation approaches using expert benchmarks.
- Telemetry and observability infrastructure.
Outcomes
- Staged governance appropriate to maturity level.
- Human verification remains essential, particularly for business logic validation.
3. Operational Readiness
Activities
- Monitoring and incident response capabilities assessment.
- Cost modelling and optimisation.
- Documentation and knowledge transfer.
Outcomes
- Model selection and deployment approach are aligned to cost and risk appetite.
- Team is upskilled and self-sufficient.
Are you ready to move your prototype into production?
With Scott Logic, your idea will soon be a reality. If you’d like to get started, get in touch with us.