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Show HN: Content quality analysis that finds what SEO tools miss

https://flufffilter.com
1•timsul•2h ago
Hi HN! I'm Tim! We rejected 73% of our AI-generated content last month. Not because of grammar, but because it was substantively empty. AI made content production 10x faster, but quality checking didn't scale. I built FluffFilter to catch this before publishing.

Content teams went from producing 25 posts/week to 250+, but were publishing a lot of generic fluff—phrases like "in today's digital landscape," unsubstantiated claims, surface-level analysis.

Existing tools (Grammarly, Clearscope, etc.) focus on mechanics and SEO keywords, not substantive quality.

What FluffFilter Does:

  * Analyzes content against 20+ specialized evaluators
  * Automatically detects content type (blog post, case study, email, etc.)
  * Returns 3-5 surgical fixes with exact locations and suggested replacements
  * Batch processing for reviewing 50+ documents at once
Technical Stack:

  * Rails 8.0 + SQLite: Decided against starting with Postgres + Redis to launch with zero-dependency stack. Deploys in 30 seconds, is cheap to host.
  * Solid Queue replaced Redis: One less service to manage, job processing works identically.
  * Claude Sonnet 4.5: ChatGPT did pretty well too, but found Claude's analyses felt better.
  * Turbo Streams for real-time updates
Example Analysis:

I analyzed an AI-generated "marketing trends" blog post. It would score well on SEO tools (good keywords, readable), but FluffFilter found: * Zero concrete examples or verifiable data * Vague audience (unclear who it's for) * Ends with "Would you like that?" like a personal email

See the full analysis: https://flufffilter.com/examples/blog-post

More examples: https://flufffilter.com/examples

Try it yourself: 7-day trial with 15 analyses at https://flufffilter.com

Built this nights and weekends. Would love HN's thoughts on:

  1. The technical approach
  2. Whether the AI feedback quality is genuinely useful vs. generic
  3. What other content types would be valuable to evaluate
Launching on Product Hunt today as well, but genuinely curious what HN thinks.

Stopping Scams Against Consumers: Roadmap for a National Strategy

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4897644
1•teleforce•6s ago•0 comments

French lawmakers vote to hike tax on American tech giants

https://www.politico.eu/article/french-lawmakers-vote-to-hike-tax-on-american-tech-giants/
1•saubeidl•19s ago•1 comments

Apple Maps will add adverts in 2026

https://appleinsider.com/articles/25/10/26/ads-likely-coming-to-apple-maps-in-2026
3•speckx•1m ago•0 comments

How Archaeology Is Reviving the Smell of History

https://www.scientificamerican.com/article/how-archaeology-is-reviving-the-smell-of-history/
1•quapster•1m ago•0 comments

All you need is Wide Events, not "Metrics, Logs and Traces"

https://isburmistrov.substack.com/p/all-you-need-is-wide-events-not-metrics
1•andection•2m ago•0 comments

Show HN: Reynote.com AI couples therapy that helps you understand your partner

https://reynote.com
1•mstipetic•4m ago•1 comments

The US Shouldn't Need Another Warning on Rare Earths

https://www.bloomberg.com/opinion/articles/2025-10-27/us-shouldn-t-need-another-warning-on-china-...
1•wslh•5m ago•1 comments

Private loan credit ratings may be 'systematically' inflated, warns BIS

https://www.ft.com/content/9d1f4e49-5edc-4815-9efb-d4ef41756d72
1•zerosizedweasle•6m ago•1 comments

Agile and the Long Crisis of Software

https://logicmag.io/clouds/agile-and-the-long-crisis-of-software/
1•fanf2•8m ago•0 comments

LLMs Forget. Redprint Remembers

1•FlameArchitect•8m ago•0 comments

Joe Rosensteel: 'Creative Neglect: What About the Apps in Apple?'

https://sixcolors.com/post/2025/10/creative-neglect-what-about-the-apps-in-apple/
1•Bogdanp•9m ago•0 comments

The Core Components of Modern LLMs and the Models Beyond Transformers [video]

https://www.youtube.com/watch?v=lONyteDR4XE
1•ModelForge•9m ago•0 comments

Fame Creator

https://www.fame-creator.com
1•bellamoon544•11m ago•1 comments

Stanislaw Lem's Imaginary Magnitude

https://www.superdoomedplanet.com/blog/2025/06/22/on-stanislaw-lems-imaginary-magnitude/
1•speckx•11m ago•0 comments

TARmageddon Compromises Rust Security: A Developer's Guide

https://thenewstack.io/how-tarmageddon-compromises-rust-security-a-developers-guide/
1•CrankyBear•12m ago•0 comments

Qualcomm announces new chips for AI accelerators

https://www.bloomberg.com/news/articles/2025-10-27/qualcomm-unveils-chip-to-rival-nvidia-in-ai-ac...
3•imaginaryunit01•14m ago•1 comments

The PSF has withdrawn $1.5M proposal to US Government grant program

https://www.reddit.com/r/Python/s/n632qP1DwH
1•csoham•18m ago•1 comments

Austrian Power Giants

https://www.apg.at/en/projects/austrian-power-giants-1/
1•geox•18m ago•0 comments

Zhao's Binance Aided Trump Family Crypto Venture Before Pardon

https://www.bloomberg.com/news/articles/2025-10-27/pardon-of-cz-how-binance-founder-aided-trump-f...
13•zerosizedweasle•19m ago•2 comments

Kilauea's lava soared as high as a skyscraper during a 6-hour eruption

https://www.sfgate.com/news/article/kilauea-is-erupting-again-on-hawaii-s-big-island-21078749.php
1•PaulHoule•20m ago•0 comments

History's first public hack: rats, rats, rats

https://www.rigb.org/explore-science/explore/blog/historys-first-public-hack-rats-rats-rats
1•ohjeez•20m ago•0 comments

Cirrus Labs Enforces Its Fair Source License

https://tart.run/blog/2025/10/27/press-release-cirrus-labs-successfully-enforces-its-fair-source-...
3•latexr•20m ago•0 comments

Show HN: I Made My First Movie About a Tech Startup for $2,045 [video]

https://www.youtube.com/watch?v=Ottt_qTr2No
2•andreas-schrade•20m ago•1 comments

Show HN: Whatdidido – CLI to summarize your work from Jira/Linear

https://github.com/oliviersm199/whatdidido
2•olism•21m ago•0 comments

The Renaissance of written coding conventions: Because AI reads manuals, too

https://www.brokenrobot.xyz/blog/the-renaissance-of-written-coding-conventions/
2•ulimn•21m ago•0 comments

Western Union says its core business of money transfers in the U.S. is down

https://www.npr.org/2025/10/24/nx-s1-5584062/western-union-says-its-core-business-of-money-transf...
4•nonethewiser•21m ago•0 comments

It's insulting to read your AI-generated blog post

https://blog.pabloecortez.com/its-insulting-to-read-your-ai-generated-blog-post/
6•speckx•22m ago•0 comments

I thought cheap products get more users. I was wrong

2•nookeshkarri7•22m ago•0 comments

Could Covid-19 mRNA vaccines also fight cancer?

https://www.aljazeera.com/news/2025/10/27/could-covid-19-mrna-vaccines-help-fight-cancer
2•RankingMember•23m ago•0 comments

AI guardrails for Terraform. Create using natural language. Enforce in the PR

https://tryterracotta.com
4•gtlpanda•23m ago•1 comments