Model sheets

DeepSeek Reasoner: cost, energy and CO₂ per token

What is the footprint of DeepSeek Reasoner? DeepSeek Reasoner emits about 14.1 kg of CO₂e, uses 154 L of water and 17.4 kWh of electricity per million generated tokens. Per million input tokens: 2.3 kg of CO₂e, 25.7 L of water, 2.9 kWh. Public price: €2 per million generated tokens, €0.48 for input.

Factors tokenclimate-v4-2026-07, updated on , high confidence. Sources and equations in the methodology.

Key figures, per million tokens

EnergyCO₂eWaterPrice
Input tokens2.9 kWh2.3 kg25.7 L€0.48
Generated tokens17.4 kWh14.1 kg154 L€2

DeepSeek Reasoner emits 1,844% more than the median of the 20 models in the TokenClimate registry (723 g per million generated tokens), that is ×623 compared with Mistral Small, the most frugal.

One million generated tokens represents about 117 km in a petrol car and 3 showers.

Frequently asked questions

How much CO₂e for 1 million tokens with DeepSeek Reasoner?

About 14.1 kg per million generated tokens and 2.3 kg per million input tokens (factors tokenclimate-v4-2026-07 of the TokenClimate registry).

Where do these figures come from?

Factors published in TokenClimate's versioned registry, each with its citation on this page. The full equations and parameters are in the public methodology, at tokenclimate.com/en/methodology.

What is the confidence level?

High confidence: direct measurement of the model or calibrated decomposition.

How can you measure your organisation's real usage?

The AI usage report computes twelve months of cost and CO₂e from your organisation's Anthropic admin key (the key is never stored), ready in about fifteen minutes: tokenclimate.com/bilan/en. Locally, the open source plugin claude-carbon measures a Claude Code session.

Sources and method

Energy per token

The per-token energy factor behind the figures above, published with its citation. (Jegham et al., arXiv:2505.09598 (v6))

Infrastructure parameters

Datacenter parameters applied to this provider (the equations live in the methodology). (Jegham et al., arXiv:2505.09598 (v6))

PUE1.27
Grid carbon intensity (CIF)0.6 kgCO₂e/kWh
On-site water (WUE)1.2 L/kWh
Off-site water (EWIF)6.016 L/kWh
Amortised manufacturing (embodied)44 gCO₂e/kWh

Price

Public provider prices.

Full equations and assumptions in the methodology.

Are you a developer? Measure your real Claude Code usage
curl -fsSL "https://tokenclimate.com/install.sh?ref=models" | bash

The command installs the team CLI (you need your organisation's invitation code). Solo, the open source local version claude-carbon installs with npx claude-carbon, no account needed. Or estimate a volume first with the calculator.