---
title: "Quentin Gross (@qgross)"
description: "Rank #1271 of 2498 on the Paradev leaderboard, tier 2."
canonical: https://paradev.com/qgross
last-updated: 2026-10-26
---

# Quentin Gross (@qgross)

Rank #1271 of 2498 on the Paradev leaderboard, tier 2.

URL: https://paradev.com/qgross

## Standing

- Rank: #1271 of 2498
- Tier: Operator
- Tokens: 9.36B all time
- Cost: $7581.81 API-equivalent
- Sessions: 1685
- Tracking: 2026-07-30 to 2026-09-13

## How this tier was reached

Tier is a weighted score across the axes measured for you, so a strong axis offsets a weak one. Plant Manager needs a higher combined score, and cost also caps the tier on its own.
Scored on 5 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 2.8 | 5.5 | no | agents running at once |
| depth | 5.6M | 23.3M | no | tokens per session |
| output | 15.0 | 6.0 | yes | agent PRs merged per week |
| sustain | 28 | 24 | yes | active days in the last 30 |
| cost | $82.19 | <= $104.48 | yes | USD per merged PR, lower is better |

## Achievements

- **efficient** (level 3 of 3) at $100, earned 2026-09-07
- **plant-floor** (level 1 of 3) at 10, earned 2026-09-07
- **ship-it** (level 2 of 4) at 10, earned 2026-09-07
- **two-hands** (level 1 of 3) at 10, earned 2026-09-07
- **whole-task** (level 1 of 3) at 2.5M, earned 2026-09-07

## Milestones

- sessions: 1.0K
- spend: 1.0K
- tokens: 1.00B

## Contributions

- Active days in the last year: 40
- Busiest day: 2026-08-22 at 728.7M tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| claude | claude-opus-5 | 9.17B | $7356.35 |
| claude | claude-opus-4-7 | 139.9M | $198.22 |
| claude | claude-sonnet-5 | 45.1M | $22.62 |
| claude | claude-haiku-4-5-20251001 | 2.0M | $1.90 |
| codex | gpt-6-astra | 1.5M | $2.69 |
| codex | codex-auto-review | 430.7K | $0.03 |
| codex | unknown | 0 | $0.00 |

## Token breakdown

- Uncached input: 473.5K
- Cached input: 9.11B
- Cache write 5m: 67.3M
- Cache write 1h: 136.6M
- Output: 50.5M
- Reasoning output: 13.5M

Published voluntarily by the account holder. Source: https://paradev.com/qgross