Use Cases | Engineering Leadership
Ship features, not spreadsheets
Your focus is shipping but the business needs infrastructure and model spend that never takes margins by surprise. Every hour spent answering finance and procurement’s questions about token usage or GPU commitments is an hour not spent on your backlog. Duckbill helps you make cost-aware architecture and model choices while shipping at full velocity.
Make informed architecture and model decisions
Your architecture and model choices drive your compute costs far more than idle resources ever will. Which model you route to, how you cache, where inference runs, and what you commit to shape your unit economics as much as your roadmap does. Duckbill gives you the data to make financially sound, future-proof decisions: proper demand planning, visibility into where volume discounts and committed rates kick in, and clarity on how each commitment affects your options.
Navigate AI and cloud contracts like a pro
Per-token tiers, prepaid credits, provisioned throughput, savings plans, reserved capacity: every provider structures its deals differently, and the terms are deliberately complex. When you’re deciding whether to renegotiate now or ride out the term, or how much throughput to commit ahead of the next launch, you need concrete answers. Duckbill lets you analyze unified data across providers, ask better questions, and make confident decisions.
Bridge the gap with finance and procurement
Compute cost is everyone’s business now, and the questions cut both ways. From “do we really need this much capacity” to “why did inference spend double this month,” Duckbill helps you put deeply technical detail into financial context so you can give finance and procurement the answers they need, in the language they speak. This information turns shared ownership of compute cost from a source of friction into something that just works.
You ship code. We’ll sweat the contracts.
Cost is a core engineering concern, but modeling, attribution, and contract negotiation are specialized financial skills your team shouldn’t have to build in-house. Duckbill handles the forecasting, attribution, and contract analysis that pulls engineers away from feature work. You build the product, we do the rest.
Related case studies
Duckbill helps Scribd develop a cost model for an on-prem-to-AWS migration
Lendable scales their technical systems as their data grows
Instana optimizes their hybrid environment
Ship at full velocity.
Commit with full confidence.
Your job is building systems that scale sustainably while shipping features faster. Let us get the rest under control.
