---
title: "Gross Profit per Token"
description: "Meta's $2.5B Manus acquisition reveals a new AI valuation metric. Analysis of 6 companies shows gross profit per token correlates with value, not raw volume."
categories: ["valuation","AI"]
keywords: ["AI valuation","gross profit per token","Manus acquisition","Meta AI","DeepSeek","Together AI","Anthropic","Groq","Perplexity","AI inference","token economics","SaaS metrics","Tomasz Tunguz","venture capital"]
ai_summary: "Analysis of AI company valuations using gross profit per token as the key metric, with data from 6 major players."
date: 2025-12-30
lastmod: 2026-07-31
canonical_url: https://www.tomtunguz.com/gross-profit-per-token/
author: "Tomasz Tunguz"
---


Meta is acquiring Manus for $2.5 billion.[^1][^12] Alongside the announcement, Manus disclosed $100 million in ARR achieved in eight months, 147 trillion tokens processed since launch.[^2]

Can we use those figures to explain the acquisition price?

Publicly traded software companies have gross margins of 71-72%. AI companies run lower. Gross profit per token may be a better indicator of earnings potential. Some AI companies already use gross profit as a quota metric rather than revenue.

Here's how six AI inference companies compare.[^9]

| Company | Monthly Tokens | Valuation ($B) | Gross Margin | GP Multiple |
|:--------|---------------:|---------------:|-------------:|----------------:|
| DeepSeek | 15T | 3.4 | 85%[^3] | 20x[^10] |
| Together AI | 60T | 3.3 | 45%[^4] | 24x |
| Manus | 16.3T | 2.5 | 50%[^5] | 50x |
| Anthropic | 50T | 183 | 55%[^6] | 67x |
| Groq | 1T | 6.9[^11] | 40%[^7] | 102x |
| Perplexity | 2.8T | 20 | 60%[^8] | 222x |

DeepSeek & Together AI trade at the lowest multiples, they resell inference. Perplexity commands the highest at 222x, it's an application. Different layers, different monetization, different multiples. Manus sits at 50x.

On a log-log scale, gross profit per token correlates 0.70 with valuation (R² = 48.5%). Raw token volume? Just 0.47. Investors value token monetization more than overall volume.

{{< email_image src="wbunassdtet8k2eovezm" alt="Gross Profit vs Valuation Scatter Plot" width="540" height="360" >}}

A caveat : these figures are estimates from press reports, funding announcements, & industry analyses.

The sample is small. But the correlation suggests investors & acquirers already believe what the industry hasn't yet named.

[^1]: [Meta just bought Manus, an AI startup everyone has been talking about](https://techcrunch.com/2025/12/29/meta-just-bought-manus-an-ai-startup-everyone-has-been-talking-about/), TechCrunch, December 29, 2025

[^2]: [Singapore’s Manus AI hits $100m ARR in 8 months](https://www.techinasia.com/manus-ai-hits-100m-arr-8-months-launch), Tech in Asia, December 2025. The 147 trillion tokens figure represents cumulative tokens since Manus launched on March 6, 2025. To estimate monthly token generation, I used a geometric growth model assuming near-zero tokens at launch with compound growth, validated against revenue trajectory ($100M ARR by month 8). This yields approximately 16.3 trillion tokens monthly by December 2025.

[^3]: DeepSeek claims 85%+ gross margin due to architectural efficiency. Source: [DeepSeek AI Statistics](https://www.demandsage.com/deepseek-statistics/)

[^4]: Together AI margin estimated based on GPU ownership trends. Source: [Together AI Series B](https://www.together.ai/blog/together-ai-announcing-305m-series-b)

[^5]: Manus margin estimated at 50%, typical for agent-based SaaS models

[^6]: Anthropic margin blended from 60% direct sales & cloud resale arrangements. Source: [Anthropic Raises Series F](https://www.anthropic.com/news/anthropic-raises-series-f-at-usd183b-post-money-valuation)

[^7]: Groq margin estimated considering LPU cost advantages at current scale. Source: [Groq Inference Tokenomics](https://newsletter.semianalysis.com/p/groq-inference-tokenomics-speed-but)

[^8]: Perplexity 60% margin per The Information. Source: [Perplexity AI Statistics](https://www.index.dev/blog/perplexity-statistics)

[^9]: xAI Grok excluded from this analysis. Its $230B valuation reflects a composite business including X (formerly Twitter) & the AI inference operation, making it difficult to isolate the pure-play AI economics.

[^10]: GP Multiple = Valuation ($B) ÷ Annual Gross Profit ($B). Annual Gross Profit = Estimated Annual Revenue × Gross Margin %. For Manus : $2.5B valuation ÷ ($0.1B revenue × 50% margin) = $2.5B ÷ $0.05B = 50x. This metric normalizes for both volume & margin efficiency.

[^11]: Groq valuation reflects pre-Nvidia acquisition. Nvidia acquired Groq for $20B, but the inference business remains standalone.

[^12]: **Update (January 2, 2026)** : This post was originally published on December 30, 2025. Updated January 2, 2026 to reflect the confirmed $2.5B acquisition price for Manus, revised from the initial $2B estimate. GP Multiple for Manus updated from 40x to 50x accordingly.