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Why did this run cost so much?

Most unexpected spend comes from one of three places: large files, broad workflow scope, or repeated work. Use this guide to diagnose a run before changing caps or rewriting the workflow.

Step 1: Separate indexing from workflow spend

Open Admin -> Analytics -> Usage and check whether the spend came from:

  • Indexing: Nomic processed a file so it can be searched.
  • Workflow or Assistant usage: a model read context, used tools, reasoned, and wrote an output.

A workflow can feel expensive because it triggered indexing at the start, even if the workflow reasoning itself was reasonable.

Step 2: Check the inputs

Look for:

  • Large PDFs or drawing sets
  • Standards documents attached to every run
  • Broad project folders
  • Excel files with many pages, tabs, or dense tables
  • Duplicate uploads of the same document
  • New versions that required re-indexing

If a workflow used a 2,500-page project archive when it only needed three specification sections, narrow the input and run again.

Step 3: Check the workflow design

Workflow spend can rise when a workflow:

  • Reviews every page instead of targeted pages
  • Uses background agent or deep research for a simple task
  • Runs several verification passes
  • Produces long reports or multiple artifacts
  • Repeats the same standards context on every run

That extra work can be valuable for high-stakes reviews. It should be intentional.

Step 4: Check user behavior

Sometimes the workflow is fine, but the usage pattern is expensive:

  • Running the same workflow repeatedly while editing instructions
  • Uploading the same file in multiple places
  • Testing on full drawing sets before testing on samples
  • Using a larger model for early drafts
  • Starting new sessions instead of continuing a focused one

What to do next

  • Test on a small sample.
  • Reuse indexed files from the project or drive.
  • Remove context files that are not needed.
  • Ask Assistant to identify the relevant sections before running the workflow.
  • Use the default model for early testing.
  • Review workflow-level spend after a few runs.