AI tool comparison
Sup AI vs Inngest v3
Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.
AI Assistants
Sup AI
Confidence-weighted AI ensemble that topped Humanity's Last Exam
67%
Panel ship
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Community
Free
Entry
Sup AI uses a confidence-weighted ensemble of multiple AI models to answer hard questions. Each model rates its own confidence, and the system aggregates responses weighted by that confidence. Achieved 52.15% on Humanity's Last Exam benchmark, outperforming individual models.
AI Assistants
Inngest v3
AI agent orchestration platform
100%
Panel ship
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Community
Free
Entry
Inngest's AI capabilities provide durable orchestration for AI agents with step-based execution, automatic retries, and state management for long-running agent workflows.
Reviewer scorecard
“Confidence-weighted ensembling is the quiet breakthrough everyone is sleeping on. Individual models plateau — but smart aggregation keeps pushing the frontier. Sup AI scoring 52% on Humanity's Last Exam when no single model breaks 40% proves the thesis.”
“Production AI agents require infrastructure that handles failures gracefully. Inngest is building exactly that.”
“The benchmark result is legitimately impressive and the methodology is transparent. My concern is latency — querying multiple models and aggregating adds significant time. For research and high-stakes questions it is worth the wait. For everyday chat it is overkill.”
“AI agents need durability guarantees. Inngest's step functions handle the failure modes that kill naive agent implementations.”
“No API, no self-hosting option, and the ensemble approach means your per-query cost is 3-5x a single model call. The benchmark numbers are compelling but I cannot integrate this into a product. Ship an API and I will reconsider.”
“Durable execution for AI agents means workflows survive crashes and timeouts. Essential for production agent systems.”
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