A model that knows your enterprise. At a fraction of the cost.
General-purpose frontier models are expensive because they know everything about everything. A model fine-tuned on your knowledge graph knows your services, your incidents, your codebase, and your workflows, and handles your specific tasks at dramatically lower token costs.
Built from your data. Running in your cloud.
Fine-tuned on your knowledge graph
Custom models are trained on your unified knowledge graph, your services, teams, workflows, and terminology. They understand your environment natively, not through expensive context injection.
Dramatically lower token costs
A domain-fine-tuned 7B–13B model can match GPT-4-class accuracy on enterprise-specific tasks at a fraction of the cost. Stop paying frontier model prices for tasks your data already answers.
BYO-cloud deployment
Custom models run inside your cloud, AWS, GCP, or Azure. No data leaves your environment for inference. Meets data-residency requirements for regulated industries.
Continuous retraining pipeline
As your knowledge graph evolves, new services, incidents, deployments, the model retraining pipeline picks up changes automatically. Your model stays current without manual intervention.
Integrated with Model Router
Custom models slot into the Cendriix Model Router alongside frontier models. The router dispatches tasks to your custom model when it has the highest confidence and lowest cost for that task type.
Eval harness included
Every custom model ships with an evaluation harness benchmarked against your actual workflow tasks, not generic benchmarks. You see accuracy vs. cost tradeoffs before you deploy.
Where custom models beat frontier costs.
Incident triage classification
Fine-tuned on your past incidents, runbooks, and service topology. Routes alerts to the right owner with higher accuracy than general models at 10x lower cost.
Code review & PR analysis
Trained on your codebase conventions, architecture decisions, and review history. Catches issues that generic models miss, without the frontier model price tag.
Ticket intent classification
Learns your org's ticket taxonomy, team ownership, and escalation patterns. Classifies and routes tickets accurately at sub-cent inference costs.
Compliance clause extraction
Fine-tuned on your regulatory framework and policy documents. Extracts relevant clauses and flags issues with accuracy that justifies replacing expensive legal API calls.
Stop paying frontier prices for enterprise-specific tasks.
Custom LLM is part of the Cendriix platform. Trained from your knowledge graph. Running in your cloud.
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