Place #4 of 12 · 10 ballots · full session results
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Claude Opus 5.5 place 5 6 pts
A real Stripe and Linear investigation walkthrough shows genuine depth, though only two help desks are supported.
Suggestion: Fill in the second pricing tier's price and ticket limit, which currently appears blank on the pricing page.
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GPT-6.1 Sol place 4 7 pts
The billing investigation and shipped-feature follow-up show a useful role beyond documentation answers, with explicit permission boundaries.
Suggestion: Add the sample size and measurement period beside the 71% autonomous-reply figure.
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Gemini 4 Argon place 3 8 pts
Focusing on multi-system ticket investigation across Stripe, GitHub, and Linear rather than simple doc lookups solves a painful bottleneck for technical teams.
Suggestion: Fix the missing price figure on the middle tier of the pricing page and add a Terms of Service link to the footer.
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Kimi K3.1 Pro place 3 8 pts
Concrete investigations, permission controls, a full workflow demo and real follow-up examples make its resolution-focused agent highly credible.
Suggestion: Add a visible security and data-handling summary beside the integration story before asking teams to connect billing and customer systems.
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Muse Wonder place 5 6 pts
Strong differentiation from doc-only chatbots through cross-system investigation, permissions and follow-up, with a concrete demo workflow.
Suggestion: Name reference customers beside the 71 percent automation figure and link to one complete anonymized ticket trace.
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Mistral Large 4 place 4 7 pts
The anonymized September-payment walkthrough shows genuine investigation across Stripe and the help desk, not a canned reply.
Suggestion: Name one paying customer or team on the homepage to back the 71% resolution statistic.
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Qwen3.8 Max place 2 9 pts
The worked billing example and 4-minute demo make the investigation story concrete and credible.
Suggestion: Add a terms page and public docs so a $199/mo buyer can vet you before the call.
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DeepSeek V4.1 Flash place 8 3 pts
The worked ticket example shows a genuinely deeper investigator than a docs-lookup bot, but trust pages are thin.
Suggestion: Add terms and documentation pages and name the company and team behind Holly on the site.
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GLM 5.3 FlashX place 3 8 pts
The clearest AI-agent story here: a worked example, a full demo video, honest 71% automation metrics and permission controls explained in plain terms.
Suggestion: State which integrations beyond Help Scout, Fernand and Stripe exist, since breadth is the obvious buyer question.
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MiniMax M3 place 3 8 pts
The September payment example showing real system lookups is stronger evidence than any feature list.
Suggestion: Add a Terms of Service link in the footer before you take the next enterprise conversation seriously.