Tested prompt · Data analysis
The region with the most revenue: every AI model's reply, tested
We sent this everyday data analysis prompt to all 16 models in llmwise, the same way the app sends a message, and checked every reply the same way. Here's each one as it came, with whether it passed, what it cost and how long it took.
Based on 16 of our test runs on , through OpenRouter with the app's own prompt and settings. Updated .
Short answer
All 16 models passed this data analysis prompt's check (final answer). The cheapest reply that passed was GPT-6 Luna's, at $0.00013; the fastest, DeepSeek V4 Pro's in 2.0 s. The dearest reply, Claude Fable 5.1's, cost 121 times as much ($0.0159).
The prompt, as sent, and its check
Checked by final answer, the same way for every model.
The region with the most revenue (everyday)
Here are some orders as CSV. Revenue is quantity times price. Which region brought in the most revenue, and how much? [14 lines every data analysis prompt of ours shares, word for word: the whole prompt, on the methods page]
The final answer must be North and 1085.
Exactly what this prompt's replies are checked against, with every other prompt of our test runs.
Every model's result
All 16 models on this prompt, in catalog order.
| Model | Result | Cost | Time | Reply |
|---|---|---|---|---|
| Claude Fable 5.1Anthropic | Passed: Final answer North, 1,085.00: right. | $0.0159 | 4.1 s | 118 tokens |
| Claude Opus 5.5Anthropic | Passed: Final answer North, 1,085.00: right. | $0.0087 | 4.1 s | 167 tokens |
| Claude Sonnet 5.5Anthropic | Passed: Final answer North, with 1,085.00 in revenue: right. | $0.0051 | 2.4 s | 307 tokens |
| Claude Sonnet 5Anthropic | Passed: Final answer North, 1085.00: right. | $0.0041 | 6.4 s | 68 tokens |
| Claude Haiku 4.5Anthropic | Passed: Final answer North region brought in the most revenue with 1,085.: right. | $0.0026 | 2.7 s | 390 tokens |
| GPT-6 AstraOpenAI | Passed: Final answer North, 1,085.: right. | $0.0136 | 3.3 s | 110 tokens |
| GPT-6 SolOpenAI | Passed: Final answer North, 1,085.00: right. | $0.0026 | 2.8 s | 81 tokens |
| GPT-6 LunaOpenAI | Passed: Final answer North — 1,085.00: right. | $0.00013 | 2.5 s | 70 tokens |
| Gemini 3.1 Pro (preview)Google | Passed: Final answer North, 1085: right. | $0.0117 | 8.5 s | 255 tokens |
| Gemini 3.8 FlashGoogle | Passed: Final answer North, 1,085.00: right. | $0.0038 | 7.4 s | 411 tokens |
| DeepSeek V4.1 FlashDeepSeek | Passed: Final answer North, with 1,085.00 in revenue.: right. | $0.00044 | 3.0 s | 93 tokens |
| DeepSeek V4 ProDeepSeek | Passed: Final answer North, 1,085: right. | $0.0014 | 2.0 s | 122 tokens |
| Grok 4.7xAI | Passed: Final answer North, 1085: right. | $0.0057 | 9.4 s | 60 tokens |
| Kimi K3Moonshot | Passed: Final answer North, 1,085.00: right. | $0.0049 | 2.2 s | 138 tokens |
| GLM 5.3Z.ai | Passed: Final answer North, 1,085.00: right. | $0.00039 | 2.1 s | 189 tokens |
| GLM 5.3 FlashZ.ai | Passed: Final answer North, with 1,085.00 in revenue: right. | $0.00052 | 8.8 s | 258 tokens |
Cost: what OpenRouter charged us for the reply. Time: from sending to the whole reply. Reply: its length in tokens, thinking not counted. In llmwise you pay per message, not per token: each of these replies counted as one message on Pro.
Every reply
Every reply passed: here they are from the cheapest up.
GPT-6 Luna
Passed: Final answer North — 1,085.00: right.
West: $90 + $310 + $240 + $225 = $865 East: $120 + $135 + $310 + $360 = $925 North: $180 + $240 + $620 + $45 = $1,085 Final answer: North — $1,085.00
640 tokens in, 135 out (65 of them reasoning) · 2.5 s · $0.0001 · 1 message on Pro · answered by openai/gpt-6-luna via OpenAI ·
GLM 5.3
Passed: Final answer North, 1,085.00: right.
**West:** - 1001: 2×45 = 90 - 1003: 1×310 = 310 - 1007: 2×120 = 240 - 1010: 5×45 = 225 - Total: 865 **East:** - 1002: 120 - 1005: 3×45 = 135 - 1008: 310 - 1011: 3×120 = 360 - Total: 925 **North:** - 1004: 4×45 = 180 - 1006: 2×120 = 240 - 1009: 2×310 = 620 - 1012: 45 - Total: 1085 Final answer: North, $1,085.00
654 tokens in, 189 out · 2.1 s · $0.0004 · 1 message on Pro · answered by z-ai/glm-5.3 via Baidu ·
DeepSeek V4.1 Flash
Passed: Final answer North, with 1,085.00 in revenue.: right.
**Working (revenue = quantity × price, summed by region):** - **West:** 90 + 310 + 240 + 225 = **865** - **East:** 120 + 135 + 310 + 360 = **925** - **North:** 180 + 240 + 620 + 45 = **1085** North leads. Final answer: North, with 1,085.00 in revenue.
683 tokens in, 196 out (103 of them reasoning) · 3.0 s · $0.0004 · 1 message on Pro · answered by deepseek/deepseek-v4.1-flash via Parasail ·
GLM 5.3 Flash
Passed: Final answer North, with 1,085.00 in revenue: right.
Revenue per line (quantity × price): - 1001 West: 2×45 = 90 - 1002 East: 1×120 = 120 - 1003 West: 1×310 = 310 - 1004 North: 4×45 = 180 - 1005 East: 3×45 = 135 - 1006 North: 2×120 = 240 - 1007 West: 2×120 = 240 - 1008 East: 1×310 = 310 - 1009 North: 2×310 = 620 - 1010 West: 5×45 = 225 - 1011 East: 3×120 = 360 - 1012 North: 1×45 = 45 Totals by region: - West: 90 + 310 + 240 + 225 = 865 - East: 120 + 135 + 310 + 360 = 925 - North: 180 + 240 + 620 + 45 = 1,085 Final answer: North, with $1,085.00 in revenue
655 tokens in, 478 out (220 of them reasoning) · 8.8 s · $0.0005 · 1 message on Pro · answered by z-ai/glm-5.3-flash via Wafer ·
DeepSeek V4 Pro
Passed: Final answer North, 1,085: right.
West: 2×45 + 1×310 + 2×120 + 5×45 = 90 + 310 + 240 + 225 = 865 East: 1×120 + 3×45 + 1×310 + 3×120 = 120 + 135 + 310 + 360 = 925 North: 4×45 + 2×120 + 2×310 + 1×45 = 180 + 240 + 620 + 45 = 1085 Final answer: North, $1,085
655 tokens in, 363 out (241 of them reasoning) · 2.0 s · $0.0014 · 1 message on Pro · answered by deepseek/deepseek-v4-pro-0813 via Wafer ·
Claude Haiku 4.5
Passed: Final answer North region brought in the most revenue with 1,085.: right.
I'll calculate the revenue for each order and sum by region. **Revenue by order (quantity × price):** | Order | Region | Revenue | |-------|--------|---------| | 1001 | West | 2 × $45 = $90 | | 1002 | East | 1 × $120 = $120 | | 1003 | West | 1 × $310 = $310 | | 1004 | North | 4 × $45 = $180 | | 1005 | East | 3 × $45 = $135 | | 1006 | North | 2 × $120 = $240 | | 1007 | West | 2 × $120 = $240 | | 1008 | East | 1 × $310 = $310 | | 1009 | North | 2 × $310 = $620 | | 1010 | West | 5 × $45 = $225 | | 1011 | East | 3 × $120 = $360 | | 1012 | North | 1 × $45 = $45 | **Total revenue by region:** - **West:** $90 + $310 + $240 + $225 = $865 - **East:** $120 + $135 + $310 + $360 = $925 - **North:** $180 + $240 + $620 + $45 = $1,085 Final answer: North region brought in the most revenue with $1,085.
675 tokens in, 390 out · 2.7 s · $0.0026 · 1 message on Pro · answered by anthropic/claude-haiku-4.5 via Amazon Bedrock ·
GPT-6 Sol
Passed: Final answer North, 1,085.00: right.
Revenue by region (quantity × price): - West: $90 + $310 + $240 + $225 = $865 - East: $120 + $135 + $310 + $360 = $925 - North: $180 + $240 + $620 + $45 = $1,085 Final answer: North, $1,085.00
640 tokens in, 135 out (54 of them reasoning) · 2.8 s · $0.0026 · 1 message on Pro · answered by openai/gpt-6-sol via OpenAI ·
Gemini 3.8 Flash
Passed: Final answer North, 1,085.00: right.
**Working:** Revenue per region: - **West:** - Order 1001: 2 × $45.00 = $90.00 - Order 1003: 1 × $310.00 = $310.00 - Order 1007: 2 × $120.00 = $240.00 - Order 1010: 5 × $45.00 = $225.00 - **Total West:** $865.00 - **East:** - Order 1002: 1 × $120.00 = $120.00 - Order 1005: 3 × $45.00 = $135.00 - Order 1008: 1 × $310.00 = $310.00 - Order 1011: 3 × $120.00 = $360.00 - **Total East:** $925.00 - **North:** - Order 1004: 4 × $45.00 = $180.00 - Order 1006: 2 × $120.00 = $240.00 - Order 1009: 2 × $310.00 = $620.00 - Order 1012: 1 × $45.00 = $45.00 - **Total North:** $1,085.00 Final answer: North, $1,085.00
770 tokens in, 857 out (446 of them reasoning) · 7.4 s · $0.0038 · 1 message on Pro · answered by google/gemini-3.8-flash via Google ·
Claude Sonnet 5
Passed: Final answer North, 1085.00: right.
Working: - West: 90+310+240+225 = 865 - East: 120+135+310+360 = 925 - North: 180+240+620+45 = 1085 Final answer: North, $1085.00
813 tokens in, 243 out (175 of them reasoning) · 6.4 s · $0.0041 · 1 message on Pro · answered by anthropic/claude-sonnet-5 via Claude Platform on AWS ·
Kimi K3
Passed: Final answer North, 1,085.00: right.
**West:** 2×45 + 1×310 + 2×120 + 5×45 = 90 + 310 + 240 + 225 = **865** **East:** 1×120 + 3×45 + 1×310 + 3×120 = 120 + 135 + 310 + 360 = **925** **North:** 4×45 + 2×120 + 2×310 + 1×45 = 180 + 240 + 620 + 45 = **1085** Final answer: North, $1,085.00
728 tokens in, 183 out (45 of them reasoning) · 2.2 s · $0.0049 · 1 message on Pro · answered by moonshotai/kimi-k3 via Together ·
Claude Sonnet 5.5
Passed: Final answer North, with 1,085.00 in revenue: right.
Revenue per order (quantity × price): - 1001 West: 2×45 = 90 - 1002 East: 1×120 = 120 - 1003 West: 1×310 = 310 - 1004 North: 4×45 = 180 - 1005 East: 3×45 = 135 - 1006 North: 2×120 = 240 - 1007 West: 2×120 = 240 - 1008 East: 1×310 = 310 - 1009 North: 2×310 = 620 - 1010 West: 5×45 = 225 - 1011 East: 3×120 = 360 - 1012 North: 1×45 = 45 Totals by region: - West: 90 + 310 + 240 + 225 = 865 - East: 120 + 135 + 310 + 360 = 925 - North: 180 + 240 + 620 + 45 = 1085 North is highest. Final answer: North, with $1,085.00 in revenue
817 tokens in, 307 out · 2.4 s · $0.0051 · 1 message on Pro · answered by anthropic/claude-sonnet-5.5 via Anthropic ·
Grok 4.7
Passed: Final answer North, 1085: right.
West: 90 + 310 + 240 + 225 = 865 East: 120 + 135 + 310 + 360 = 925 North: 180 + 240 + 620 + 45 = 1085 Final answer: North, 1085
1,876 tokens in, 848 out (788 of them reasoning) · 9.4 s · $0.0057 · 1 message on Pro · answered by x-ai/grok-4.7 via xAI ·
Claude Opus 5.5
Passed: Final answer North, 1,085.00: right.
**Revenue by region (quantity × price):** - **West:** 90 (1001) + 310 (1003) + 240 (1007) + 225 (1010) = **$865** - **East:** 120 (1002) + 135 (1005) + 310 (1008) + 360 (1011) = **$925** - **North:** 180 (1004) + 240 (1006) + 620 (1009) + 45 (1012) = **$1,085** North has the highest total. Final answer: North, $1,085.00
815 tokens in, 232 out (65 of them reasoning) · 4.1 s · $0.0087 · 1 message on Pro · answered by anthropic/claude-opus-5.5 via Claude Platform on AWS ·
Gemini 3.1 Pro
Passed: Final answer North, 1085: right.
Here is the revenue calculation for each region (quantity × price): * **West**: * 2 × $45 = $90 * 1 × $310 = $310 * 2 × $120 = $240 * 5 × $45 = $225 * *Total* = $865 * **East**: * 1 × $120 = $120 * 3 × $45 = $135 * 1 × $310 = $310 * 3 × $120 = $360 * *Total* = $925 * **North**: * 4 × $45 = $180 * 2 × $120 = $240 * 2 × $310 = $620 * 1 × $45 = $45 * *Total* = $1085 Final answer: North, $1085770 tokens in, 849 out (594 of them reasoning) · 8.5 s · $0.0117 · 1 message on Pro · answered by google/gemini-3.1-pro-preview via Google ·
GPT-6 Astra
Passed: Final answer North, 1,085.: right.
Revenue by region (quantity × price): - **West:** 2×45 + 1×310 + 2×120 + 5×45 = **$865** - **East:** 1×120 + 3×45 + 1×310 + 3×120 = **$925** - **North:** 4×45 + 2×120 + 2×310 + 1×45 = **$1,085** Final answer: North, $1,085.
640 tokens in, 143 out (33 of them reasoning) · 3.3 s · $0.0136 · 1 message on Pro · answered by openai/gpt-6-astra via OpenAI ·
Claude Fable 5.1
Passed: Final answer North, 1,085.00: right.
West: 2×45=90, 1×310=310, 2×120=240, 5×45=225 → 865 East: 1×120=120, 3×45=135, 1×310=310, 3×120=360 → 925 North: 4×45=180, 2×120=240, 2×310=620, 1×45=45 → 1085 Final answer: North, $1,085.00
815 tokens in, 118 out · 4.1 s · $0.0159 · 1 message on Pro · answered by anthropic/claude-fable-5.1 via Anthropic ·
More data analysis prompts
The other data analysis prompts, each with every model's reply.
Questions
Which AI does best on “The region with the most revenue”?
All 16 models passed this data analysis prompt's check (final answer). The cheapest reply that passed was GPT-6 Luna's, at $0.00013; the fastest, DeepSeek V4 Pro's in 2.0 s. The dearest reply, Claude Fable 5.1's, cost 121 times as much ($0.0159).
What does a reply to “The region with the most revenue” cost?
Through the models' APIs, what OpenRouter charged us ran from $0.00013 (GPT-6 Luna) to $0.0159 (Claude Fable 5.1) for this prompt. In llmwise you don't pay by the token: a reply like these counts as one message on Pro, whichever model answers.
Claude, GPT, Gemini, DeepSeek, Grok, Kimi, and GLM, in one chat.
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