AI tool comparison
Sup AI vs Twenty 2.0
Which one should you ship with? Here is the side-by-side panel verdict, pricing read, reviewer split, and community vote comparison.
AI Productivity
Sup AI
Runs 339 LLMs in parallel and downweights the hallucinating ones.
50%
Panel ship
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Community
Free
Entry
Sup AI is an ensemble AI assistant that runs your query through 339 language models simultaneously, measures per-segment confidence across all responses, and synthesizes a final answer that amplifies agreement and suppresses likely hallucinations. The team claims a 52.15% score on Humanity's Last Exam (HLE) — 7.41 percentage points above the single best model — which, if verified, would make it the highest-scoring system on the benchmark to date. The underlying mechanism works like an LLM panel: each model votes on sub-claims within the response, confidence is estimated by agreement density, and the final output surfaces high-confidence segments while flagging uncertain ones. It's designed to reduce hallucination rate on factual tasks, not improve reasoning per se — the models in the ensemble aren't doing collaborative chain-of-thought, they're voting on outputs. Sup AI was built by Ken Mueller (Stanford, CEO) and Scott Mueller (AI Research Scientist) and launched on Product Hunt today. Pricing starts with $10 in free credits, no auto-charge, with a credit card required to start. The HLE benchmark claim is the headline and will face scrutiny — if verified, this is a meaningful research result. If it's cherry-picked, it's still a usable product with a differentiated architecture.
Productivity
Twenty 2.0
Open-source CRM with built-in AI agents — self-host or cloud
75%
Panel ship
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Community
Paid
Entry
Twenty 2.0 is a major release of the open-source CRM that aims to replace Salesforce for developer-first teams. The 2.0 update ships a full SDK, custom data modeling via code, built-in AI agents, serverless functions, and enhanced self-hosting support — positioning it as infrastructure you extend rather than a SaaS box you're locked into. Unlike traditional CRMs where AI is a bolt-on copilot, Twenty embeds AI agents as first-class objects in the data model. Teams can write serverless functions that trigger on CRM events, extending pipelines with custom logic or connecting external AI services. The open data model means you can add fields, relations, and triggers without vendor approval. With over 1,500 Product Hunt followers and a strong GitHub presence, Twenty 2.0 arrives at a moment when companies are actively reconsidering whether to rebuild sales tooling on AI-first foundations or continue paying Salesforce for legacy infrastructure.
Reviewer scorecard
“The HLE claim needs independent verification, but the underlying ensemble approach is architecturally sound for factual Q&A tasks. Running 339 models is expensive — pricing will be the gating factor for production use. The $10 free credit is a fair trial.”
“The SDK + serverless functions combo is the right architecture. You get a real CRM out of the box but you can wire in your own AI agents for deal scoring, contact enrichment, or outreach automation without fighting vendor abstractions. This is how CRM should work.”
“Extraordinary claims require extraordinary evidence. A 7.41 point jump on HLE via ensembling — without publishing methodology — smells like benchmark gaming. The latency of running 339 models in parallel is also a real concern for anything other than async research tasks.”
“Salesforce has 25 years of integrations, compliance certifications, and enterprise support. Twenty is exciting for devs but any enterprise evaluating it will immediately ask about SOC 2, GDPR tooling, and migration paths from Salesforce. Those answers aren't there yet.”
“Model ensembling is an underexplored direction in the race to reduce hallucination. If Sup AI's approach scales, it could be more durable than fine-tuning individual models — you get the wisdom of the crowd across model families, training data, and architectures simultaneously.”
“The CRM is just the first vertical. Once you have an open, AI-extensible data layer for customer relationships, you can build anything on top — automated pipeline management, AI SDRs, deal intelligence. Twenty is betting on the right abstraction.”
“For creative work, ensemble outputs tend to regress toward the mean — you get the most-agreed-upon version of something, which is usually the least interesting version. This is a tool for factual accuracy, not creativity. I'd stick with a single strong model for writing.”
“For small creative agencies or studios managing client relationships, this replaces both a CRM and a project management tool. Self-hosting means your client data stays yours, which is increasingly important for creative professionals.”
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