Services | Contract Negotiation – AI MODEL LABS

Take control of your AI contracts

Model and inference consumption is climbing fast and how you buy quietly decides what you pay. Whether it’s frontier models from an AI lab or open models from a dozen different inference providers, Duckbill maps your options against the commitments you’re already carrying to help you negotiate from a position of strength.

The information is stacked against you

Providers know exactly how their pricing works and what they can offer. Most buyers don’t. Duckbill evens the table so you can commit without second-guessing your deal.

List prices aren’t your prices

Public per-token rates say little about what you should pay at volume. Our proprietary pricing data and financial models show you what a strong agreement actually looks like before you sign.

The market moves faster than you can track

New models launch and old ones are deprecated constantly, and pricing moves with them. We negotiate against where the market is right now, not where it was last quarter or last month.

The smartest deal starts with where you buy

Choose the right channel before you negotiate the rate

The same model can be used directly from a lab or accessed through a hyperscaler. Each path prices differently, carries different terms, and impacts with commitments you may already hold. If you already have a large cloud commitment, routing model spend through that provider can let you draw down existing dollars instead of spending net-new. We weigh these options with you first, so you’re not leaving money or leverage on the table, then we negotiate the deal itself.

Understand what actually drives your bill

Token consumption, model mix, and usage patterns move your inference costs in ways that aren’t obvious. We translate those technical drivers into financial terms, so you can see what’s shaping your spend today and how it changes as you grow.

Get a second set of eyes before you commit

The details in these agreements are easy to miss. Our team validates your cost estimates and consumption forecasts against real market pricing, giving your leadership, board, and investors more confidence in your projections.

Specialized contracts call for specialized help

This isn’t a standard software deal

Per-token pricing, prepaid credits, committed-spend tiers, provisioned throughput, and model deprecation terms each carry their own risks. Negotiating them well takes an understanding of both the economics and the engineering behind them.

Data and software, working together

Our solutions give you a live view of the market and your own consumption and turns that into a negotiation strategy. Know whether your rates are competitive, which channel serves you best, and where there’s room to push in negotiations.

We build on the expertise you already have

You know your roadmap and your workloads better than anyone. We know how model providers price and structure their deals, and where the market is heading. We work alongside your team, start to finish, to land you the best terms possible.

Negotiate your next AI contract with Duckbill in your corner

Whether you’re choosing between buying direct or through a hyperscaler, signing your first committed-spend agreement, or renegotiating as your usage scales, we’ll help you approach it with the market context and confidence to get it right.