GPT-5.6 Luna ProOpenAI · 1st overallGrok 4.6xAI · 3rd overall

GPT-5.6 Luna Pro vs Grok 4.6 for venture capital

In short · as of October 11, 2026

As of October 11, 2026, GPT-5.6 Luna Pro ranks ahead of Grok 4.6 on all 3 judged venture tasks: company discovery, market maps and investment memos. In 30 judged battles between them, GPT-5.6 Luna Pro won 16 and Grok 4.6 won 11, and 3 were ties. GPT-5.6 Luna Pro costs under 1 cent per answer, and Grok 4.6 under 1 cent.

55Company discovery3rd vs 5th of 545
61Market map2nd vs 3rd of 554
65Investment memo1st vs 3rd of 555
<1¢Cost per answerlower is better<1¢
31sMedian answer timelower is better32s

Task scores are out of 100 and blend quality 70%, cost 15% and speed 15%.

When they met

16to11in 30 judged battles, 3 tied. People's blind votes: 2 to 0.

Questions about GPT-5.6 Luna Pro and Grok 4.6

Is GPT-5.6 Luna Pro better than Grok 4.6 for venture capital work?

As of October 11, 2026, GPT-5.6 Luna Pro ranks ahead of Grok 4.6 on all 3 judged venture tasks: company discovery, market maps and investment memos. In 30 judged battles between them, GPT-5.6 Luna Pro won 16 and Grok 4.6 won 11, and 3 were ties. GPT-5.6 Luna Pro costs under 1 cent per answer, and Grok 4.6 under 1 cent.

Which is better for company discovery, GPT-5.6 Luna Pro or Grok 4.6?

GPT-5.6 Luna Pro. On vcrouter's company discovery board it ranks 3rd of 5 with a score of 55 out of 100, and Grok 4.6 ranks 5th with 45. In 10 direct battles between them, GPT-5.6 Luna Pro won 6 and Grok 4.6 won 3, and 1 was a tie.

Which is better for market maps, GPT-5.6 Luna Pro or Grok 4.6?

GPT-5.6 Luna Pro. On vcrouter's market map board it ranks 2nd of 5 with a score of 61 out of 100, and Grok 4.6 ranks 3rd with 54. In 10 direct battles between them, GPT-5.6 Luna Pro won 6 and Grok 4.6 won 3, and 1 was a tie.

Which is better for investment memos, GPT-5.6 Luna Pro or Grok 4.6?

GPT-5.6 Luna Pro. On vcrouter's investment memo board it ranks 1st of 5 with a score of 65 out of 100, and Grok 4.6 ranks 3rd with 55. In 10 direct battles between them, GPT-5.6 Luna Pro won 4 and Grok 4.6 won 5, and 1 was a tie.

Which is cheaper, GPT-5.6 Luna Pro or Grok 4.6?

GPT-5.6 Luna Pro. It costs under 1 cent per answer on vcrouter's tasks, and Grok 4.6 costs under 1 cent.

Which is faster, GPT-5.6 Luna Pro or Grok 4.6?

GPT-5.6 Luna Pro. Its median answer takes 31 seconds, and Grok 4.6 takes 32.