A full AI engineering workspace — dataset management, fine-tuning, evaluation, A/B testing, and dashboards — without any third-party ML platforms.

AI Engineering Tools
CandexAI Platform Capability
87%
Avg domain accuracy
5–8x
Cost reduction vs GPT-4
10 days
Fine-tune to production
100%
On-prem, no external APIs
How It Works
Generic LLMs were not trained on your data. CandexAI's AI Engineering Tools give your team the complete toolchain to take raw domain data and produce a production-grade expert model in under 2 weeks. Dataset curation, labelling, fine-tuning runs, evaluation harnesses, model versioning, and live cost/accuracy dashboards — all within your private infrastructure. No external APIs, no model weights leaving your servers.
Technical Specifications
Real-World Impact
Domain Expert Model Training
87% MMLU accuracy
Fine-tune a base model on your industry corpus. Outperform GPT-4 on domain tasks at 10% of the API cost.
Model Performance Monitoring
0 undetected regressions
Automated eval harnesses flag accuracy degradation before it reaches production users.
Cost Optimisation
5–8x cost reduction
Right-size your model to the task. A 7B domain expert often beats GPT-4 on precision tasks at a fraction of the cost.
Regulatory Compliance Testing
100% audit-ready
Automated test suites validate model outputs against your regulatory constraints before every deployment.
“Our models are fine-tuned on 10 years of our own contract corpus. The accuracy difference vs a generic LLM is night and day.”
— Head of AI, Big-4 Law Firm
Explore More
See It Live
Book a 30-minute technical session. We'll show you exactly how AI Engineering Tools works for your specific use case — live, not a slide deck.