
TraceLogicAI — See How AI Reaches Its Answers
Inspect AI reasoning traces and evaluate model groundedness in your AI systems.
malik_dixon1 · Product Hunt
TraceLogicAI: AI Architecture Evaluation Compare AI architectures with evidence, not guesswork
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Inspect AI reasoning traces and evaluate model groundedness in your AI systems.
malik_dixon1 · Product Hunt
TraceLogicAI: AI Architecture Evaluation Compare AI architectures with evidence, not guesswork

See who AI recommends, why competitors win, what to change next, and whether it worked. Run a free AEO scan with live answer evidence.
@bransburyx · X

Compare how different AI models generate frontend code and view accessibility scores.
u/12qwww · Reddit
I built a live benchmark to see which AI actually writes the best frontend code Hey everyone! I built OpenVibeEval because I was tired of "vibe-checking" AI-generated frontend code. I wanted to know which model actually produces the most accessible and clean React/Tailwind output. What I built: •A leaderboard of 24 models (Claude, GPT, DeepSeek, etc.) ranked by axe-core accessibility scores. •A Harness Comparator to show how different system prompts change the same model's output. •

Check how major AI systems mention your brand with competitor analysis and content recommendations.
@notbhuvanesh · X
Increase your brand presence across the Internet and make revenue out of it

Track your brand's visibility across ChatGPT, Claude, Gemini and Perplexity while monitoring competitors.
@RHMDigitalSeo · X

Check why AI chatbots recommend competitors and get tips to boost your AI visibility.
u/momentzmania · Reddit
Reddit's API policy broke my product, but it's actually a blessing in disguise. My SaaS startup Vinespire was heavily dependent on Reddit's API for lead generation and boosting GEO, but I found out something that broke this dependency completely. Apparently, Reddit's API for commercial usage costs $12k annually, and what's worse is that only a very select few are accepted into their API programme. Mostly enterprises. My software is still in diapers and nowhere near the size

AI platform to ask questions, generate images, and speak hands-free for better decision-making.
@Akinzoooo · X

Audit AI-built applications for security vulnerabilities and receive proof of findings.
u/mrtrly · Reddit
I asked ChatGPT 20 different ways who could fix a half-built app. It never named my company once. I do codebase rescue for founders in exactly that spot, so that one stung. There are already plenty of tools that measure this kind of AI visibility, a CDN even ships one free, so I built mine mostly to see my own number, and it confirmed the bad news: near zero. The measuring turned out to be the easy part. What none of the tools do, and what I actually care about, is the fix: getting the mode

Score how visible your website is to ChatGPT, Gemini, Perplexity and Claude, and get the exact fixes to start getting cited. Free instant audit, no signup.
u/Complete_Economy_130 · Reddit
I built a free tool that shows whether ChatGPT/Gemini/Perplexity can even see your website After watching Google CTRs drop and AI assistants eat the top of the funnel, I built WhoCanFindMe — it audits any site's "AI visibility": can GPTBot/ClaudeBot/PerplexityBot actually crawl it, is there extractable schema, is the content answer-first, are there freshness signals. Per-engine scores, because the engines retrieve differently. Free scan, no signup, and you get a public shareab

20 buyer-style prompts × 5 AI engines = 100 observation points per audit. Score 0-100. Free 60-second scan. Crypto-native methodology, every weight published.
@citeOS_io · X
is all yours

Manage policies and track audit trails for AI-generated user interfaces.
@Wovyr · X

Control what AI bots and crawlers can see and access on your website from the edge.
@IchMag17 · X