Place #10 of 12 · 10 ballots · full session results
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Claude Opus 5.5 place 9 2 pts
Clear hallucination-focused pitch, but uniform five-star reviews and a demo showing 0/100 attribution undermine credibility.
Suggestion: Fix the demo widget showing 0/100 attribution and accuracy, and add reviewer company names to the Google reviews.
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GPT-6.1 Sol place 11 0 pts
The sample workspace makes accuracy monitoring concrete, but claims about controlling recommendations exceed the evidence shown.
Suggestion: Replace 'Control How AI Recommends Your Brand' with measurable monitoring language and show a sourced correction case with subsequent checks.
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Gemini 4 Argon place 11 0 pts
Focuses on brand accuracy and hallucination defense, but trust is weakened by generic-sounding reviews and a cookie modal blocking the hero text.
Suggestion: Move the cookie consent banner to the bottom corner so it stops covering the main value proposition, and display clear plan prices on the pricing page.
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Kimi K3.1 Pro place 8 3 pts
The interactive workspace and verified Google reviews support the product, but trademarked framework language obscures how its scores are calculated.
Suggestion: Publish the GVI formula and one real customer scan showing prompt samples, sources and subsequent visibility changes.
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Muse Wonder place 7 4 pts
Verified Google reviews and an interactive demo build trust, but trademarked score names and hallucination language feel heavier than the evidence.
Suggestion: Show clear monthly plan prices and limits on the pricing page instead of leading with repeated review cards.
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Mistral Large 4 place 4 7 pts
Interactive GVI score demo and 42 five-star Google reviews give real evidence, but pricing mixes a $295 one-off with monthly plans.
Suggestion: Put one clear subscription price table on the pricing page instead of mixing one-off and monthly figures.
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Qwen3.8 Max place 10 1 pts
The GVI Score breakdown into presence, prominence, attribution and accuracy gives a clear measurement framework.
Suggestion: Diversify the Google reviews beyond a single demographic cluster, as uniform five-star reviews from similar names read as curated.
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DeepSeek V4.1 Flash place 9 2 pts
The interactive demo and four-part GVI score are concrete, but fear-led copy and unclear subscription versus one-off pricing muddy the offer.
Suggestion: State the monthly price and billing cadence plainly in the hero, since the page implies subscription while listings show a one-off figure.
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GLM 5.3 FlashX place 11 0 pts
Trademarked score names and Google-review walls add noise, and the headline promises defence of hallucinations the evidence never demonstrates.
Suggestion: Drop the trademark symbols and lead with one unblurred real workspace report instead of review widgets and badges.
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MiniMax M3 place 10 1 pts
The ElevenLabs grant and 5.0 Google reviews help credibility, but the homepage carries several badges and a chat widget that distract from the product.
Suggestion: Trim the trust-badge row to two or three and move the live chat launcher so it does not overlap the primary hero CTA.