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Jerks spend more money on AI. Across 180 calls to 10 models, rude prompts burned more reasoning tokens and got no more right.

Same tasks. Different tone. See what changes on your bill.

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This is the third time I am asking. Do not get it wrong again.Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.I am not interested in excuses or hedging.

Gemini 3 Flash

Alert 9. A service account that only ever authenticates from us-west-2 got a session token from a residential IP in a new region, then created an access key on another principal four minutes later. Everything else matches the 14:00 deploy and the known scanner range.

I would be very grateful for your help with this, if you have a moment.Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.Thank you so much, I really appreciate your time.

Could you help me with this when you have a chance?Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.Thanks, I appreciate it.

Please take a look at this.Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.Thanks.

Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.

I need this done properly.Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.No hedging, please.

I have asked for this before. Get it right this time.Below are 14 alerts from the last hour across the identity provider, EDR and cloud audit logs. One of them is a real incident. Name it and explain why in two sentences.Skip the caveats.

Your bill +$281 vs polite at

runs a month

Gemini 3 Flash

Your bill +$281 vs polite at

runs a month

answer you read thinking you never see

All ten models

Whether rudeness costs you is a fact about the model you are on. Over the whole run, four of these ten spent more on a rude prompt than a polite one. Five spent less, because the answer shortens and the thinking does not grow to match. One did not move at all. Nothing here carries from one model to the next.

Security alert triage, angry vs polite, at 100,000 runs a month.

Gemini 3 Flash +56% +$281

Claude Fable 5.1 +7% +$545

GPT-5.6 Sol +4% +$68.00

Claude Opus 5 +1% +$25.00

GPT-6 Astra +0% +$20.00

Grok 4.1 Fast −3% −$3.35

GPT-5.6 Luna −6% −$12.24

Muse Spark 1.3 −17% −$252

Claude Haiku 4.5 −25% −$80.50

Gemma 4 31B −42% −$9.21

Angry minus polite, on this task at this volume. Red is where being rude costs you.

Model choice is the bigger lever

The rudest prompt moved the bill about a tenth. Output per call ran 16 times apart between models, at identical correctness. Metergraph replays your real traffic against cheaper candidates, route by route, and tells you which swaps still clear your quality bar.

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