Looking for suggestions on how to approach automation

Thought I would ask for a slice of your wisdom! As things are moving so fast, I'm not up to speed with the latest/best methods for automation, and I've got a task I'd like to have a go at creating, but thought I'd ask which toolchains you might approach it with - ironically I don't really trust the tools to give me a good answer! **Background**: I'm an Embedded Software/System engineer - and have had good experience developing a massively complex AI driven tool using GitHub CoPilot with Claude 3.5-4.6, LangChain and and LangSmith with RAG etc. - So I understand the background principles, but this 'Code' option I'm sure is way to complex for the nut I want to crack this time. Also had a bit of a trial with LangFlow - but didn't find it that practical although didn't give it much time. **Pre-requisites**: * Ideally I'd like to start off for free, or utilising what I'm already paying for (GitHub Copilot Pro), or redivert my $10 a month to something more useful/better * Not going to support OpenAI any more given their recent stance, but happy to support Anthropic (have found Claude superior anyway) * Would prefer to self-host/run in codespaces/run locally - this is going to be a 'once a week' automation - so should be basically free * If I have to use a paid hosted tool - at least want to be able to set up my automation/toolchain and test it before having to pay/subscribe to anything * Ideally 'no/low code' but of course coding isn't really a hurdle these days **Goal**: As a start-up business, networking is really important for us, but there are so many possible local events that we could go to, it takes a few hours a week to run through all the various listing pages to find new events, decide if they're relevant, then sign up. I think it should be possible to automate this. **Requirements**: * I want to be able to input/provide a list of 'events' websites to the workflow * That list should be scraped (not sure how to handle pagination...) for 'events' * Use a

RedditMar 2ToolProductivitySource

FL score

out of 100

Verdict

BUILD

high confidence

Competition

competitors found, growing market, big tech present, funded players

Trend

8 community mentions

A self-hostable, Anthropic-powered tool for solopreneurs to automate local event discovery and filtering from specified websites, with a focus on reliability and cost-efficiency.

The pain

Startup founders spend 'hours a week' manually browsing multiple event listing sites, deciding relevance, and signing up for local networking opportunities. Existing general automation tools are either too expensive, complex to set up, or prone to breaking for this specific, dynamic task.

The gap

There is a gap for a specialized, reliable, low-cost (preferably self-hostable) automation tool that combines web scraping (with pagination handling), LLM-driven relevance filtering (Anthropic-preferred), and automated sign-up, specifically designed for event discovery for solopreneurs. General automation platforms are too generic and costly for this specific use case.

Build angle

Develop a self-hostable 'event agent' that takes a list of URLs, uses robust, adaptable web scraping (perhaps a modular approach for common site structures) to extract event details, then employs Claude 3.5/4 to filter events based on user-defined criteria, and finally provides options for automated sign-up or streamlined manual action. Focus on a clear MVP: reliable scraping and filtering to generate a curated list first.

Strengths

Addresses a clear, time-consuming pain point for startup founders.
Highly specific niche with strong user constraints (Anthropic, self-host, low-cost) that incumbents don't serve directly.

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Fly Labs Method

Is the pain real, is there a gap, is it the right time, can one person build it.

Problem clarity: 25
Solution gap: 18
Willingness to pay: 15
Buildability: 10

The idea addresses a real, specific pain for startup founders in event discovery but faces strong competition in the broader automation market. The niche angle is strong, but building a robust and reliable solution for varied web scraping and automated sign-up is complex for a solo builder aiming for weeks, not months.

Value Equation

Dream outcome and how likely it feels, against the time and effort it costs.

This idea has a clear value proposition for a specific audience but faces challenges in differentiation and monetization given the free/low-cost model and complexity of robust scraping.

One-Person Business

Curiosity pull, identity fit, and a path from free value to paid for a solo creator.

A clear problem and creator fit with AI skills, but the technical complexity of reliable web scraping and the low-cost/free monetization strategy create challenges for a simple, leveraged solo build.

Viral Frameworks

Hook strength, shareability, and how cheaply it can be tested.

Clear value proposition for a specific niche, but distribution requires targeted effort, and the business model and technical risks (web scraping robustness) need stronger definition and validation.

Builder Lens

Evidence the problem exists, timing, defensibility, and a model that fits on a napkin.

Strong demand for solving a specific pain point for startup founders, but the initial narrow wedge should focus on reliable scraping and filtering rather than full sign-up automation.

Why this verdict

The idea targets a real pain for a specific audience and the builder has relevant expertise. However, the technical complexity of building a robust, generic web scraper and automated sign-up system is significant for a solo builder aiming for weeks, not months. The current 'free/low-cost' monetization model poses a risk to long-term sustainability. While the niche is strong, the 'dominated' competition in the broader automation market demands a highly specific and reliable product from the outset. Validation is crucial to confirm willingness to pay and technical feasibility before committing to a full build.

Five lenses, one composite. How scoring works

The angle

This weekend

**Refine the MVP:** Focus on reliable, multi-site scraping and AI-driven filtering as the core value. Defer automated sign-up to a later stage.
**Deep Customer Interviews:** Validate with 10-20 startup founders/solopreneurs: how much time they *actually* spend, their current workarounds, their willingness to pay for a dedicated solution (even a low-cost one), and their comfort level with self-hosting/setup.
**Test Scraping Feasibility:** Create a proof-of-concept scraper for 3-5 diverse, common event listing sites to assess the true technical difficulty and maintenance burden.
**Explore Monetization:** Given the free/low-cost preference, investigate 'freemium' models, one-time purchase options, or small monthly subscription for hosting/premium features/maintenance if the self-hosted version gains traction.

Who is already there, growing market

ZapierFunded
No-code automation platform connecting thousands of apps with trigger-action workflows.
Pricing: $20-800/mo depending on tasks/users
MakeFunded
Visual workflow automation tool, strong for complex scenarios, AI features.
Pricing: ~$100/yr for small teams
n8nFunded
Open-source, self-hosted workflow automation with AI agents and unlimited runs.
Pricing: Free self-host, $20/mo cloud
Pabbly Connect
Affordable no-code automation with high task limits and lifetime deals.
Pricing: $129/mo for 800k tasks (vs Zapier 10k)
Microsoft Power Automate
Enterprise no-code automation integrated with Microsoft ecosystem.
Pricing: ~$690/yr per user
BardeenFunded
AI-powered automation for web apps and browser extensions.
Pricing: unknown
UiPathFunded
RPA platform pivoting to AI agentic automation for enterprises.
Pricing: enterprise pricing unknown
Make (formerly Integromat)Visit
A visual platform for building and orchestrating AI automation, enabling users to design, build, and automate work with speed and control.
Pricing: Not explicitly detailed in the provided snippets, but generally positions itself as a flexible and scalable platform.
AutomatFundedVisit
An AI-driven automation solution that makes building robotic process automation 10X cheaper and faster using natural language on any operating system, particularly for Chrome using large language models and computer vision.
Pricing: Positions itself as 10X cheaper than traditional automation software.
WorkatoFundedVisit
An AI-powered workflow automation platform with integrations for over 1,000 different apps, emphasizing heightened security.
Pricing: Not explicitly detailed, but a leading example of no-code workflow automation software.
RobocorpVisit
A cloud-based RPA solution using cloud robots that can run on any platform and scale horizontally.
Pricing: Companies can start using Robocorp for free, and its resource-based pricing options make costs straightforward.
LaiyeVisit
Laiye RPA automates manual and repetitive tasks with advanced AI features and comes with more than 400 pre-set commands.
Pricing: Not explicitly detailed in the provided snippets.

Big tech presentFunded players

Gaps they leave open

Better native error handling and testing
Seamless AI agent integration without high costs
Easier scaling for complex AI workflows
More free/unlimited options for solopreneurs

What people say, 8 mentions

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