---
title: "Ben Marconi (@benm)"
description: "Rank #11 of 1122 on the Superset leaderboard, tier 1."
canonical: https://superset.sh/benm
last-updated: 2026-09-07
---

# Ben Marconi (@benm)

Rank #11 of 1122 on the Superset leaderboard, tier 1.

URL: https://superset.sh/benm

## Standing

- Rank: #11 of 1122
- Tier: Button pusher
- Tokens: 113.68B all time
- Cost: $75630.10 API-equivalent
- Sessions: 4268
- Tracking: 2026-08-07 to 2026-09-06

## How this tier was reached

Tier is a weighted score across the axes measured for you, so a strong axis offsets a weak one. Operator needs a higher combined score, and cost also caps the tier on its own.
Scored on 4 axes, measured over the trailing 30 days.

| Axis | Current | Needed | Met | Measures |
| --- | --- | --- | --- | --- |
| width | 5.0 | 3.1 | yes | agents running at once |
| depth | 26.3M | 10.4M | yes | tokens per session |
| sustain | 29 | 17 | yes | active days in the last 30 |
| cost | $18651.37 | <= $315.60 | no | USD per merged PR, lower is better |

## Contributions

- Active days in the last year: 31
- Busiest day: 2026-08-13 at 13.41B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| codex | gpt-5.6-sol | 103.52B | $72792.31 |
| codex | unknown | 7.15B | $196.34 |
| claude | claude-opus-5 | 1.34B | $972.83 |
| codex | gpt-6-astra | 1.08B | $1495.51 |
| codex | gpt-5.6-luna | 215.9M | $8.51 |
| codex | gpt-5.6-terra | 143.7M | $49.33 |
| claude | claude-sonnet-5 | 99.8M | $44.34 |
| codex | codex-auto-review | 85.6M | $5.70 |

## Token breakdown

- Uncached input: 3.10B
- Cached input: 110.22B
- Cache write 5m: 1.3M
- Cache write 1h: 21.7M
- Output: 324.7M
- Reasoning output: 137.0M

Published voluntarily by the account holder. Source: https://superset.sh/benm