Place #4 of 12 · 10 ballots · full session results
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Claude Opus 5.5 place 4 7 pts
Clear worked example shows all fifty answers and a fact-accuracy check, though there is no visible company or social proof.
Suggestion: Make the pricing link show plans publicly instead of an account signup form.
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GPT-6.1 Sol place 7 4 pts
The fifty-answer walkthrough explains scoring unusually well, but the captured pricing destination asks for an account rather than showing plan details.
Suggestion: Make the pricing link open a public plan comparison with weekly allowances before asking visitors to create an account.
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Gemini 4 Argon place 5 6 pts
Exceptional clarity and step-by-step product walkthrough on the homepage, though clicking the pricing link redirects straight to an account signup wall.
Suggestion: Make the Pricing navigation link display actual plan tiers and features instead of forcing visitors onto the account creation screen.
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Kimi K3.1 Pro place 3 8 pts
The worked fifty-answer example explains exactly how the score is built, making an otherwise abstract AI visibility service unusually inspectable.
Suggestion: Show full plan limits and prices on the pricing view so visitors can compare weekly monitoring before creating an account.
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Muse Wonder place 8 3 pts
Detailed example rating explains scoring across fifty answers, sources and factual accuracy in unusually transparent terms.
Suggestion: Restore a readable pricing table on the pricing page listing what each plan adds every Monday.
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Mistral Large 4 place 6 5 pts
The free one-minute score with a fully worked example report explains the method better than most paid pages.
Suggestion: Add documentation explaining exactly how the 0-100 score is calculated, since docs are not linked.
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Qwen3.8 Max place 5 6 pts
The step by step walkthrough of exactly how the 51 of 100 score is computed is the most honest page in this set.
Suggestion: Add documentation and a short case study showing a real score improving after fixes were applied.
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DeepSeek V4.1 Flash place 3 8 pts
An unusually honest rating tool: it shows all fifty answers, cites its sources and explains exactly how the score is built.
Suggestion: Publish one complete sample report publicly so buyers can read the whole deliverable before signing up.
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GLM 5.3 FlashX place 4 7 pts
An exceptionally well-explained methodology: fifty real answers, a transparent scoring rubric and an honest example where the site contradicts Gemini.
Suggestion: Surface the paid plan details more prominently; a visitor must dig past the rating explainer to learn what Monday re-checks actually include.
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MiniMax M3 place 3 8 pts
The most thoughtful page of the twelve: the example report reads like a real audit, the scoring is transparent, and the privacy banner is upfront.
Suggestion: Trust would rise with a named company, address and at least one verifiable user or review; the footer only lists an email and a copyright.