𝗧𝗿𝗮𝗰𝗶𝗻𝗴 𝗔𝗜 𝗖𝗼𝘀𝘁𝘀 𝗶𝗻 𝗠𝘂𝗹𝘁𝗶 𝗧𝗲𝗻𝗮𝗻𝘁 𝗚𝗮𝘁𝗲𝘄𝗮𝘆𝘀

𝗧𝗿𝗮𝗰𝗶𝗻𝗴 𝗔𝗜 𝗖𝗼𝘀𝘁𝘀 𝗶𝗻 𝗠𝘂𝗹𝘁𝗶-𝗧𝗲𝗻𝗮𝗻𝘁 𝗚𝗮𝘁𝗲𝘄𝗮𝘆𝘀

AI bills are often fuzzy. This leads to arguments between teams. One team feels overcharged. Finance sees spend without evidence.

Shared gateways make this worse. They route traffic and switch models. This hides the real billing path.

You need per-request attribution. It turns a bill into an evidence trail.

Track these details for every request:

• Tenant and user
• Workload and model
• Route and token count
• Computed price

This helps you answer clear questions. You see which product spent the most. You see if a new prompt increased costs.

When billing looks wrong, do not start with the invoice. Follow these steps:

• Find one disputed request.
• Match it to the gateway trace.
• Inspect the token record.

The vendor invoice shows what you paid. Your trace data shows why you paid it.

Source: https://dev.to/void_stitch/how-finops-teams-trace-per-request-ai-costs-through-multi-tenant-gateways-3m6d Optional learning community: https://t.me/GyaanSetuAi