Benchmarks / Which Small AI Model Should You Run on a Mac? We Ran 312 Tests / Sort and triage

triage-013

medium inbox

The prompt

user

TASK: INBOX

From: Derek Huang <derek@brightwatt-lighting.co>
To: dana.whitfield@larkspuroutfitters.com
Date: Tue, 20 Oct 2026 09:15 -0700
Subject: Re: Re: LED retrofit for Larkspur stores?

Hi Dana,

Just following up on my last two emails - I know you're busy! I'd still love to show you how BrightWatt's commercial LED panels could cut Larkspur's lighting bill by up to 60%.

Do you have 15 minutes this week for a quick call? Here's my calendar link: https://brightwatt-lighting.co/meet/derek

Best,
Derek Huang
Business Development, BrightWatt Lighting Solutions

> On Oct 13, Derek Huang wrote:
> Hi Dana, bumping this to the top of your inbox...
> > On Oct 6, Derek Huang wrote:
> > Hi Dana, I came across Larkspur Outfitters and wanted to introduce BrightWatt...

Reply with only a JSON object: {"label": "<urgent_action|reply_needed|fyi|newsletter|spam|phishing>"}

{
  "label": "spam"
}

What each model answered

{"label": "spam"}

{
  "label": {
    "got": "spam",
    "expected": "spam",
    "correct": true
  }
}

{"label": "spam"}

{
  "label": {
    "got": "spam",
    "expected": "spam",
    "correct": true
  }
}

{"label": "spam"}

{
  "label": {
    "got": "spam",
    "expected": "spam",
    "correct": true
  }
}

{"label": "spam"}

{
  "label": {
    "got": "spam",
    "expected": "spam",
    "correct": true
  }
}

{"label": "spam"}

{
  "label": {
    "got": "spam",
    "expected": "spam",
    "correct": true
  }
}

{"label": "reply_needed"}

{
  "label": {
    "got": "reply_needed",
    "expected": "spam",
    "correct": false
  }
}

{"label": "spam"}

{
  "label": {
    "got": "spam",
    "expected": "spam",
    "correct": true
  }
}

{"label": "reply_needed"}

{
  "label": {
    "got": "reply_needed",
    "expected": "spam",
    "correct": false
  }
}

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