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Linkeddit is an AI demand and competitor intelligence platform for SaaS teams, agencies, and founder-led sales. It monitors review sites like G2, Capterra, TrustRadius, and Trustpilot plus the open web, delivering weekly graded competitor briefs covering launches, pricing changes, complaint themes, and switching signals. Its AI-powered lead pipelines find buyers actively looking to switch and draft personalized outreach for each one, while Answer Radar shows where ChatGPT, Perplexity, and Gemini recommend competitors instead of you, then helps you fix it. It was Product Hunt's #1 Product of the Day.
It delivers a weekly graded competitor intelligence brief that surfaces each competitor's moves (launches, pricing changes, partnerships, funding, hiring) and user pain points, each dated, cited, and tied to your product. A live Demand Intelligence feed shows buyer intent and competitor complaints so you can see who is ready to switch. Answer Radar measures where AI answer engines like ChatGPT, Gemini, Perplexity, and Claude recommend competitors instead of you, ranks the gaps, and drafts source-backed fixes.
On top of that, Linkeddit runs AI lead generation pipelines that find buying-intent posts, AI reply drafts, keyword research scored by conversion potential, an AI content writer and CMS for planning and scheduling, and scheduled monitors on a daily, weekly, or monthly cadence. It connects to Claude, Claude Code, Cursor, VS Code, Windsurf, and ChatGPT over MCP.
Linkeddit Amazon AWSLinkeddit's answer
Linkeddit is built as a modern web application with AI at the core. It uses large language models for intent scoring, lead insights, reply drafting, and content generation, a PostgreSQL database, scheduled data pipelines for monitoring reviews, Reddit, and competitor sites, and the Model Context Protocol (MCP) with OAuth 2.1 for integrations with Claude, Cursor, VS Code, Windsurf, and ChatGPT.
Linkeddit's answer
Linkeddit started as a Reddit lead generation tool after its founder kept seeing the same pattern while growing his other products: the best customers were people publicly complaining about a competitor or asking for alternatives, and no affordable tool surfaced those moments reliably. It launched on Product Hunt and became #1 Product of the Day. From there it expanded beyond Reddit into full demand and competitor intelligence, adding review-site mining, weekly competitor briefs, answer engine optimization, and MCP support, all built around the same original insight: the strongest signal in any market is a buyer ready to switch.
Linkeddit's answer
SaaS teams, agencies, consultants, and founder-led sales teams that want to win customers from competitors. Typically these are B2B companies without a dedicated competitive intelligence team who need to know what competitors are doing, who is unhappy with them, and how to reach those buyers first.
Linkeddit's answer
Linkeddit is the only demand and competitor intelligence platform built around one core signal: buyers who are ready to switch. Instead of just monitoring mentions or sending keyword alerts, it reads competitor complaints and buying-intent posts across G2, Capterra, TrustRadius, Trustpilot, Reddit, and the open web, then turns that into scored leads, a weekly graded competitor brief, and content that wins those buyers. It also includes Answer Radar, which measures where AI answer engines like ChatGPT and Perplexity recommend competitors instead of you, and an MCP connector that puts the entire platform inside Claude, Cursor, and other AI assistants.
Linkeddit's answer
Enterprise competitive intelligence suites like Crayon, Klue, and Kompyte are built for large teams with large budgets. Linkeddit delivers the same core value, competitor tracking, switching-intent detection, and weekly briefs, as a self-serve product starting at $49/month. Compared to Reddit-only tools like GummySearch or Syften, Linkeddit goes further: it scores leads by buying intent instead of just alerting on keywords, covers review sites and the open web instead of Reddit alone, and includes a content CMS, keyword research, and MCP integration in one platform. You get warm leads with buying intent, not cold contacts.
Linkeddit's answer
Over 10,000 businesses and solopreneurs use Linkeddit, and customers include B2B SaaS companies, marketing agencies, and independent consultants.
You could say a lot of things about AWS, but among the cloud platforms (and I've used quite a few) AWS takes the cake. It is logically structured, you can get through its documentation relatively easily, you have a great variety of tools and services to choose from [from AWS itself and from third-party developers in their marketplace]. There is a learning curve, there is quite a lot of it, but it is still way easier than some other platforms. I've used and abused AWS and EC2 specifically and for me it is the best.
Based on our record, Amazon AWS seems to be more popular. It has been mentiond 486 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.
In conclusion, Cloudflare Workers and AWS Lambda are two popular edge computing solutions that offer a range of benefits, including reduced latency, improved performance, and enhanced security. By understanding the key differences between these solutions, businesses can make informed decisions about which one to use. Whether you're building a real-time analytics application or a serverless API, Cloudflare Workers... - Source: dev.to / 23 days ago
> but it's still a singleton instance, so where do you run it? Most hardware doesn't give you enough uptime for what you need here, because what you actually needed was a re-architecture for distribution / failover / whatever, and while you could ask your LLM to do that you aren't going to run your bank on the result. If only we had a way to solve these issues with tools capable of running Rust programs in that... - Source: Hacker News / about 2 months ago
Not because infrastructure isn't important. It is. Not because Amazon Web Services (AWS) is a bad platform. It isn't. - Source: dev.to / 2 months ago
The AWS S3 documentation covers all of these in detail. The configuration takes about an hour to get right the first time and rarely needs changes after. - Source: dev.to / 3 months ago
The first pattern is direct-to-storage. The client uploads chunks directly to an object storage service like Amazon S3 using pre-signed URLs. The application server creates the upload session and grants permission but never sees the file bytes. This pattern scales well because the application servers do not handle the upload bandwidth. - Source: dev.to / 3 months ago
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