Model Optimization & Fine-Tuning
We continuously monitor, train, and refine your AI models to improve accuracy, reduce hallucination, and adapt to new business data.
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What This Covers
AI models degrade over time. Business language evolves, new product areas emerge, and user behaviour changes in ways the original model wasn't trained for. We provide ongoing model evaluation, fine-tuning, and optimisation so your AI features stay accurate and cost-effective — without requiring a dedicated ML team.
Included in scope
- Ongoing model quality evaluation and benchmarking
- Fine-tuning on your domain data
- Prompt engineering and optimisation
- RAG retrieval quality improvement
- Hallucination reduction and output validation
- Model cost optimisation (caching, model routing, compression)
When to Engage
Situations We're Built For
"Our AI feature was great at launch but accuracy has dropped."
We run a quality evaluation, identify the drift, and implement the fine-tuning or retrieval changes that restore performance.
"Our LLM is too expensive at scale."
Model routing, prompt caching, and retrieval optimisation can reduce LLM costs 40–70% without sacrificing quality. We implement the changes and measure the impact.
"We want our AI to understand our domain-specific terminology."
We fine-tune or build domain-specific retrieval that makes the model fluent in your business context — not generic internet language.
How We Work
Our Approach
Quality audit
Systematic evaluation of AI output quality across your real use cases. Benchmark established.
Root-cause analysis
Is it a prompt problem, retrieval problem, or model limitation? The fix depends on the diagnosis.
Optimisation sprint
Fine-tuning, prompt iteration, or retrieval improvement — whichever the diagnosis indicates.
Evaluation
Quality measured against the benchmark. Improvement verified before production deployment.
Monitoring
Ongoing quality tracking so regressions are caught early.
Technologies
Industries
Related Services
Application Scaling & Support
We provide dedicated L2 and L3 support to ensure your custom applications remain highly available and performant as your user base grows.
Continuous Feature Engineering
We act as your extended engineering team, designing and rolling out new AI features to keep your product ahead of the curve.
Ready to get started?
Tell us what you're building and we'll respond within one business day.
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