---
title: "Ben Marconi (@benm)"
description: "Rank #14 of 1517 on the Superset leaderboard, tier 1."
canonical: https://superset.sh/benm
last-updated: 2026-09-15
---

# Ben Marconi (@benm)

Rank #14 of 1517 on the Superset leaderboard, tier 1.

URL: https://superset.sh/benm

## Standing

- Rank: #14 of 1517
- Tier: Button pusher
- Tokens: 127.11B all time
- Cost: $84263.85 API-equivalent
- Sessions: 4828
- Tracking: 2026-08-07 to 2026-09-15

## 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 | 24.0M | 10.4M | yes | tokens per session |
| sustain | 30 | 17 | yes | active days in the last 30 |
| cost | $10462.47 | <= $315.60 | no | USD per merged PR, lower is better |

## Achievements

- **plant-floor** (level 1 of 3) at 10, earned 2026-09-07
- **ship-it** (level 1 of 4) at 1, earned 2026-09-07
- **thirty** (level 1 of 3) at 30, earned 2026-09-07
- **two-hands** (level 2 of 3) at 30, earned 2026-09-07
- **whole-task** (level 2 of 3) at 10.0M, earned 2026-09-07

## Milestones

- sessions: 1.0K
- spend: 10.0K
- tokens: 10.00B

## Contributions

- Active days in the last year: 40
- Busiest day: 2026-08-13 at 13.41B tokens

## Models

| Provider | Model | Tokens | Cost |
| --- | --- | --- | --- |
| codex | gpt-5.6-sol | 115.09B | $78889.03 |
| codex | unknown | 7.15B | $196.34 |
| codex | gpt-6-astra | 2.86B | $3990.14 |
| claude | claude-opus-5 | 1.41B | $1014.33 |
| codex | gpt-5.6-luna | 242.6M | $9.37 |
| 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: 3.40B
- Cached input: 123.33B
- Cache write 5m: 1.3M
- Cache write 1h: 22.3M
- Output: 360.3M
- Reasoning output: 152.3M

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