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Show HN: Aventos – An experiment in cheap AI SEO

https://www.aventos.dev/
1•JimsonYang•1h ago
Hi HN, we built Aventos- a cheap way to track company mentions in LLMs.

Aventos is an experiment we're doing after spending ~6 weeks working on various projects in the AI search / GEO / AEO space.

One thing that surprised us is how most tools in this category work. Traditionally, they simulate ChatGPT or Perplexity queries by attempting to reverse engineer the search process. Over the past year, many have shifted to scraping live ChatGPT results instead, since those are signficantly cheaper and reflect more real outputs.

Building and maintaining scrapers is tedious and fragile, so recently a number of SaaS products have emerged that effectively wrap a small number of third-party ChatGPT/Perplexity/Google AIO/etc scraping APIs. What felt odd to us is that many of these still tools charge $70–$200+ per month, despite largely being wrappers around the same underlying data providers.

So we wanted to test a simple idea: if the core cost is just API usage and commodity infrastructure and software costs are lower because of AI, can we be a successful startup if we price near our costs?

What we have so far:

1. Analytics similar to other tools (tracking AI citations, AI search results, and competitor mentions)

2. Content creation features (early and still being improved)

We’d love feedback- especially from a non-marketing perspective on:

* bugs

* confusing terminology or tabs

* anything that feels hand-wavy or misleading

There’s a demo account available if you want to poke around:

username: divit.endal4@gmail.com password: password

Happy to answer questions about what other things we've built in the space, how these tools work, etc.

How Safe Is the Rust Ecosystem? A Deep Dive into Crates.io

https://mr-leshiy-blog.web.app/blog/crates_io_analysis/
1•RustSupremacist•1m ago•0 comments

Trump accepts Nobel Peace medal from Venezuelan opposition leader

https://www.smh.com.au/world/north-america/venezuelan-opposition-leader-says-she-presented-trump-...
1•KnuthIsGod•2m ago•1 comments

Gen X and Millennials Will Inherit Trillions in Real Estate over the Next Decade

https://www.wsj.com/real-estate/luxury-homes/millennial-genx-inherit-real-estate-wealth-d78b4454
1•alephnerd•7m ago•1 comments

From AI agent prototype to product: Lessons from building AWS DevOps Agent

https://aws.amazon.com/blogs/devops/from-ai-agent-prototype-to-product-lessons-from-building-aws-...
1•malahay•10m ago•1 comments

TranslateGemma: A new suite of open translation models

https://blog.google/innovation-and-ai/technology/developers-tools/translategemma/
2•anigbrowl•11m ago•0 comments

Show HN: Buildzr: Python DSL for Authoring C4 Models

https://github.com/amirulmenjeni/buildzr
1•amenji•12m ago•0 comments

Apple's Tactics Could Prevent Japan from Improving Browser Competition

https://open-web-advocacy.org/blog/how_apples_key_tactic_could_prevent_japans_smartphone_act_from...
1•donohoe•15m ago•0 comments

Boeing knew of flaw in part linked to UPS plane crash

https://www.bbc.com/news/articles/cly56w0p9e1o
3•1659447091•18m ago•1 comments

Microsoft Xbox Manufacturing in 2002

https://www.youtube.com/watch?v=YeQrQYFVlXA
1•guidedlight•20m ago•0 comments

Image FX – Free One-Click AI Photo Editor and Image Generator

https://image-fx.app
1•julian2026•21m ago•0 comments

European Alternatives for Digital Products

https://european-alternatives.eu
1•memset•23m ago•0 comments

Show HN: Dev Utility Hub – Client-side only developer tools (JSON, JWT, Cron)

1•hun-ing•26m ago•0 comments

vLLM-MLX – Run LLMs on Mac at 464 tok/s

https://github.com/waybarrios/vllm-mlx
2•waybarrios•31m ago•1 comments

Ericsson Doing Quiet Layoffs

4•allabouttech•33m ago•0 comments

Noninvasive brain treatment for depression proves helpful

https://www.cnn.com/2026/01/15/health/saint-tms-depression-therapy-wellness
5•1659447091•34m ago•0 comments

How to Speak LLM

https://chuanqisun.github.io/how-to-speak-llm/
1•osmoscraft•34m ago•0 comments

Cryptography 30 years apart: Ascon on an HP-16C

https://dram.page/p/ascon-hp16c/
2•todsacerdoti•37m ago•0 comments

Show HN: OneView – One-page website builder you can share OR embed anywhere

https://www.oneview.work/en
1•fengs•39m ago•0 comments

My Projects in 2025

https://simonhartcher.com/posts/2026-01-16-my-projects-in-2025/
2•deevus•40m ago•1 comments

Predictions for the New Year

https://lwn.net/Articles/1052269/
1•signa11•40m ago•0 comments

Hytale Calculator

https://hytalecalculator.com/
4•quchao•40m ago•1 comments

After Hostile Takeover Fail, Ellison's Paramount Skydance Sues WBD Netflix

https://finance.yahoo.com/news/failed-hostile-takeover-bid-david-023115712.html
7•stopbulying•42m ago•2 comments

Writing First, Tooling Second

https://susam.net/writing-first-tooling-second.html
2•thunderbong•43m ago•0 comments

Ask HN: What is your opinion on workplace review websites like Glassdoor?

3•slaye•48m ago•1 comments

Open-source specification for building multi-provider LLM interfaces

https://www.openresponses.org/
3•fratellobigio•48m ago•0 comments

Legal framework for crypto is hitting some snags

https://www.nytimes.com/2026/01/15/business/dealbook/crypto-bill-coinbase.html
1•paulpauper•50m ago•0 comments

Should I have tried to insider trade on debunking a famous study?

https://coldbuttonissues.substack.com/p/should-i-have-tried-to-insider-trade
2•paulpauper•50m ago•0 comments

gasm – bare-metal i386 Gopher server for Linux

https://github.com/someodd/gasm
2•pabs3•50m ago•0 comments

Eight Software Markets That AI Will Transform Differently

https://davegriffith.substack.com/p/eight-software-markets-ai-that-will
1•gmays•56m ago•0 comments

Visual Mapping for Developer Documentations

https://docmaps-web.vercel.app/
2•b_mutea•56m ago•1 comments