B2B SaaS · Series-D Software Platform
Full-lifecycle LLM Ops that cut model TCO by over 70%
The Challenge
A proprietary foundation-model initiative carried an unsustainable total cost of ownership and a 15-month projected timeline to production.
Sensitive training data could never leave the customer's security boundary.
Our Approach
Fine-tuned inside the customer's secure VPC, then built a distillation cascade so a smaller, cheaper model served the bulk of traffic at target quality.
Optimized serving with quantization and low-latency edge inference, with full observability into token usage and GPU efficiency.
“They turned a research project that was bleeding budget into a production system with a cost curve we can actually defend to the board.”
Capabilities Deployed
Illustrative engagement. The client is an anonymized industry archetype and figures reflect typical outcomes and published industry benchmarks.