# Databricks CEO Ali Ghodsi says enterprises should move from tokenmaxxing to valuemaxxing

Digest AI · Enterprise & Industry · published 2026-10-30T11:16:17Z

Canonical: https://digestai.news/story/databricks-ceo-ali-ghodsi-says-enterprises-should-move-from-tokenmaxxi

## Summary

Enterprises that launched AI projects with the biggest, most capable models are now confronting rising bills.  Databricks co‑founder and CEO Ali Ghodsi calls the early phase “tokenmaxxing,” where teams equate high token usage with progress.  He argues the next phase, “valuemaxxing,” should focus on what the spend actually delivers.

Ghodsi notes that many firms are now matching smaller, specialized models to routine tasks while reserving frontier models for complex reasoning or high‑risk work.  He warns that dashboards that only track token counts and spend miss the broader picture: an AI workflow often includes document retrieval, database queries, external API calls, and compute that are not reflected in model‑cost metrics.  To assess true value, organizations need to connect three data streams—AI activity, infrastructure/financial cost, and outcome quality—so they can decide when a larger model is justified and when a cheaper one suffices.

The piece stresses that visibility must stay within an organization’s security boundary, avoiding the need to export sensitive prompts or data to external services.  By aligning model choice with measurable outcomes, companies can keep experimenting without uncontrolled spending or data‑privacy risks.

## Key points

- Enterprises are shifting from using only large frontier models to pairing smaller models with routine tasks
- Ghodsi defines "valuemaxxing" as measuring outcomes, not just token consumption or cost
- Effective AI governance requires linking token use, infrastructure costs, and result quality

## Why it matters

Understanding AI value beyond token counts helps firms control spend, protect data, and allocate the right model to the right task, improving ROI and compliance.

## Sources

1. [Why Token Costs Don’t Tell You Whether Enterprise AI Is Working](https://unite.ai/enterprise-ai-valuemaxxing-costs-outcomes) (Unite.AI, 2026-10-30)

## Cite

Digest AI, "Databricks CEO Ali Ghodsi says enterprises should move from tokenmaxxing to valuemaxxing", 30 October 2026, https://digestai.news/story/databricks-ceo-ali-ghodsi-says-enterprises-should-move-from-tokenmaxxi

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