17 Sep 2026 · Keyword DASHBOARD

One influencer campaign CSV, two AI-built client dashboards

One CSV. Two AI agents. Build the client dashboard.

What you just watched

One CSV from a real influencer seeding campaign: 21 creators across Singapore and Malaysia, each sent product and promised a Story or a Post. Creator names and handles are replaced with ids; the figures are real. I gave two AI agents one brief: turn this into a dashboard I could send the client, in one HTML file, sized for a 1080 x 780 window, that comes alive on its own.

Claude Fable 5.1 ran in Claude Code, GPT-6 Astra in Codex CLI. One attempt each, no retries, no coaching, a fresh empty folder per run with the same CSV in it.

Both produced a working dashboard, and they look nothing alike. Fable built a dark operations board with a flow of promised against delivered, a follower drift chart and a spotlight that cycles through all 21 creators. Astra built a light, branded report with the full creator table, and it refused to call follower counts 'reach', saying so in a footnote. On this data that was the better call.

Fable took 35 turns and 12 minutes and billed $5.90. The reel shows $4.91, from my older script that under-counted Claude runs. Astra answered in one pass in 3m22 for $0.73. They ran in different tools, so part of that gap is the tool and the number of turns, not the model.

EntrantToolTimeCostVerdict
Claude Fable 5.1Claude Code12m01$5.90 (reel: $4.91)Dark ops board, cycles all 21 creators
GPT-6 AstraCodex CLI3m22$0.73Light report, would not call followers reach

Get the files

One email opens every reel in the library, this one and every one after it.

Behind the wall
The full storyThe exact brief I sentThe measured bill, with the corrected Claude figure

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