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Grok 4.7 · Data analysis

Grok 4.7 for data analysis: our test runs

Grok 4.7 ran our 5 data analysis prompts in llmwise, through the same pipeline your messages take. Here's every reply as it came, whether it passed, what it cost and what it counts as on Pro, next to the other models.

Based on 5 of our test runs on , through OpenRouter with the app's own prompt and settings.

Short answer

In our test runs on September 27, 2026, Grok 4.7 passed 5 of 5 of our data analysis prompts (both hard ones): tied 1st of 15 models. Each reply counted as 1 message on Pro, where it has 250 a month, and cost $0.0085 to run on average.

Prompt by prompt

Each of the 5 data analysis prompts, and how Grok 4.7's reply did.

Grok 4.7 on each data analysis prompt
PromptResultCostTime
The region with the most revenueEverydayPassed: Final answer North, 1085: right.$0.00579.4 s
Average order value in AugustEverydayPassed: Final answer 300.00: right.$0.00375.5 s
Revenue change from July to AugustEverydayPassed: Final answer 67.4%: right.$0.007110.1 s
A median, filtered two waysHardPassed: Final answer 6.25: right.$0.00364.2 s
Correlation between ad spend and sign-upsHardPassed: Final answer 0.97: right.$0.022245.4 s

Every data analysis reply from Grok 4.7

  1. The region with the most revenue

    An everyday prompt: “The region with the most revenue”, in full.

    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 ·

  2. Average order value in August

    An everyday prompt: “Average order value in August”, in full.

    Passed: Final answer 300.00: right.

    August 2026 orders and revenue (quantity × price):
    
    - 1007: 2 × 120.00 = 240.00
    - 1008: 1 × 310.00 = 310.00
    - 1009: 2 × 310.00 = 620.00
    - 1010: 5 × 45.00 = 225.00
    - 1011: 3 × 120.00 = 360.00
    - 1012: 1 × 45.00 = 45.00
    
    Total revenue = 1800.00 across 6 orders. Average = 1800.00 / 6 = 300.00.
    
    Final answer: 300.00

    1,883 tokens in, 496 out (339 of them reasoning) · 5.5 s · $0.0037 · 1 message on Pro · answered by x-ai/grok-4.7 via xAI ·

  3. Revenue change from July to August

    An everyday prompt: “Revenue change from July to August”, in full.

    Passed: Final answer 67.4%: right.

    July revenue: 2×45 + 1×120 + 1×310 + 4×45 + 3×45 + 2×120 = 1075.  
    August revenue: 2×120 + 1×310 + 2×310 + 5×45 + 3×120 + 1×45 = 1800.  
    Change: (1800 − 1075) / 1075 × 100 = 67.441…% → 67.4%.
    
    Final answer: 67.4%

    1,888 tokens in, 1,134 out (1,019 of them reasoning) · 10.1 s · $0.0071 · 1 message on Pro · answered by x-ai/grok-4.7 via xAI ·

  4. A median, filtered two ways

    A hard prompt: “A median, filtered two ways”, in full.

    Passed: Final answer 6.25: right.

    High-priority Billing tickets: 5.5, 2, 9, 7, 26, 4.
    
    Sorted: 2, 4, 5.5, 7, 9, 26.
    
    Median of 6 values = average of 3rd and 4th = (5.5 + 7) / 2 = 6.25.
    
    Final answer: 6.25

    1,749 tokens in, 448 out (360 of them reasoning) · 4.2 s · $0.0036 · 1 message on Pro · answered by x-ai/grok-4.7 via xAI ·

  5. Correlation between ad spend and sign-ups

    A hard prompt: “Correlation between ad spend and sign-ups”, in full.

    Passed: Final answer 0.97: right.

    **Pearson r (computational formula)**
    
    n = 8, x = ad_spend, y = signups
    
    - Σx = 6150, Σy = 434, Σxy = 357550, Σx² = 5352500, Σy² = 24516
    
    Numerator: nΣxy − ΣxΣy = 8×357550 − 6150×434 = 191300
    
    Denominator parts: nΣx² − (Σx)² = 4997500, nΣy² − (Σy)² = 7772
    
    r = 191300 / √(4997500 × 7772) = 191300 / √38840570000 ≈ 191300 / 197080.11 ≈ 0.9707
    
    **Final answer: 0.97**

    1,686 tokens in, 4,422 out (4,245 of them reasoning) · 45.4 s · $0.0222 · 1 message on Pro · answered by x-ai/grok-4.7 via xAI ·

How it compares on data analysis

Grok 4.7 beside the job's picks among every model. 11 models share the hard-problems pick, Grok 4.7 among them.

Grok 4.7 beside other models on data analysis
ModelPassedOn ProCost per reply
DeepSeek V4 ProOur pick: hard problems (shared), best value5 of 5250 a month on Pro$0.0016
GPT-6 LunaOur pick: hard problems (shared), everyday5 of 560 a day on Pro$0.0002
Grok 4.7Our pick: hard problems (shared)5 of 5250 a month on Pro$0.0085
On Pro: Pro's count on each model. Cost: what OpenRouter charged us per reply, on average.

Every limit is published. Paid plans also have a monthly fair-use limit on AI cost: Pro $7.50, Max $20, Ultra $42, Studio $85. Using every message on your plan at typical sizes stays under it; very large messages and heavy research use it faster. Every limit, explained.

How these runs were done

Final answer. Automatic. The reply's last “Final answer:” line must hold the right value.

How the runs were done, and every data analysis prompt.

Grok 4.7, and data analysis, elsewhere

Questions

Is Grok 4.7 good for data analysis?

In our test runs it passed 5 of 5 data analysis prompts, tied 1st of the 15 models in llmwise. Every reply is on this page, so you can judge them yourself.

How many of my messages does a data analysis reply from Grok 4.7 use?

1 message each on Pro, where it has 250 a month on Pro. The price of a message is fixed and shown before you send it, however long the reply.

How were these runs done?

The same way for every model: each prompt sent through llmwise's own pipeline, each reply checked the same way. The methods page has every prompt and how each is scored.

Claude, GPT, Gemini, DeepSeek, Grok, Kimi, and GLM, in one chat.

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