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Ask HN: How are you handling LLM API costs in production?

1•itaydressler•1h ago
I'm running an AI product that's starting to scale, and I'm noticing our OpenAI/Anthropic bills growing faster than I'd like. We're at the point where costs are becoming a real line item in our budget. Curious how others are dealing with this:

Are LLM costs a top concern for you right now, or is it more of a "figure it out later" thing? What strategies have actually worked to reduce costs? (prompt optimization, caching, cheaper models, etc.) Have you found any tools that help you track/optimize costs effectively, or are you building custom solutions? At what point did costs become painful enough that you had to actively address them?

I'm trying to understand if this is a real problem worth solving more systematically, or if most teams are just accepting it as the cost of doing business. Would love to hear what's working (or not working) for you.

Show HN: Pfff – Turn daily frustrations into XP with witty AI responses

https://pfff.me
1•killersheep•2m ago•0 comments

Show HN: LocalDrop – Private, client-side HEIC converter (Next.js and WASM)

https://localdrop.jaid.dev
1•ntempus•2m ago•0 comments

YouTubers Are Often Overestimating AI (Internet of Bugs)

https://www.youtube.com/watch?v=4lKyNdZz3Vw
1•minraws•2m ago•0 comments

The Air Quality Monitoring Myths That Mislead Users

https://www.airgradient.com/blog/air-quality-monitoring-myths/
1•ahaucnx•8m ago•0 comments

Other People Might Just Not Have Your Problems

https://thingofthings.substack.com/p/other-people-might-just-not-have
1•barry-cotter•8m ago•0 comments

Productivity App with Conversational Capabilities

https://dashzz.com
1•testarosar•11m ago•0 comments

Escope – powerful CLI tool for Elasticsearch cluster diagnostics and monitoring

https://github.com/mertbahardogan/escope
1•erayarslan•13m ago•0 comments

Earliest botanical art hints at prehistoric mathematical thinking

https://phys.org/news/2025-12-earliest-botanical-art-hints-prehistoric.html
2•stOneskull•20m ago•0 comments

How to Build a Life, By The Atlantic – 46 articles in a single chat Notebook

https://notebooklm.google.com/notebook/750a23df-fd98-4954-b9c4-71f16c3ee937
1•instagraham•20m ago•0 comments

Quantum computers learn how to simulate quarks

https://uwaterloo.ca/news/quantum-computers-learn-how-simulate-quarks
1•stOneskull•25m ago•0 comments

The first distributed real-time search analytics database

https://www.serenedb.com/
1•doener•25m ago•0 comments

Show HN: Built a tool for devs to create high-quality app icons

https://iconcraft.app/
1•sachinmotwani02•27m ago•3 comments

McDonald's removes AI-generated ad after backlash

https://www.theguardian.com/business/2025/dec/11/mcdonalds-removes-ai-generated-christmas-ad-adve...
9•terabytest•27m ago•5 comments

Early stage VC firm FoodLabs raises third fund of €105M

https://sifted.eu/articles/food-labs-raises-third-fund
1•doener•34m ago•0 comments

Show HN: Mapibara – A Map for Local Events (markets, concerts, hiking...)

https://mapibara.com
2•csantini•35m ago•1 comments

Shield protecting Chernobyl nuclear power plant no longer blocks radiation

https://www.euronews.com/2025/12/08/radiation-shield-protecting-chernobyl-nuclear-power-plant-no-...
2•mohi-kalantari•37m ago•0 comments

Roman urbanism was bad for health, new study confirms

https://phys.org/news/2025-12-roman-urbanism-bad-health.html
1•pseudolus•38m ago•0 comments

US forces take over sanctioned, stateless VLCC off Venezuela

https://www.lloydslist.com/LL1155836/Weve-just-seized-a-tanker-US-forces-take-over-sanctioned-sta...
2•monerozcash•38m ago•0 comments

$1 That Doubles Everyday

https://twitter.com/magnushambleton/status/1995459412463403045
1•barry-cotter•39m ago•0 comments

Prompt injection is not SQL injection (it may be worse)

https://www.ncsc.gov.uk/blog-post/prompt-injection-is-not-sql-injection
1•giuliomagnifico•39m ago•0 comments

Ask HN: Can I get feedback on this product

https://mu.xyz
2•asim•40m ago•1 comments

I got 50 high-profile angel investors to join our seed round

https://www.mentava.com/blog/how-i-got-50-high-profile-angel-investors-to-join-our-seed-round
1•barry-cotter•41m ago•0 comments

If You Quit Social Media, Will You Read More Books?

https://www.newyorker.com/news/fault-lines/if-you-quit-social-media-will-you-read-more-books
3•pseudolus•42m ago•3 comments

Show HN: Titan – JavaScript-first framework that compiles into a Rust server

https://www.npmjs.com/package/@ezetgalaxy/titan
1•soham_byte•44m ago•0 comments

Why the resale market is expanding fashion's carbon footprint

https://news.yale.edu/2025/12/08/second-thoughts-secondhand-why-resale-market-expanding-fashions-...
1•JeanKage•45m ago•0 comments

Three in 10 US teens use AI chatbots every day, but safety concerns are growing

https://techcrunch.com/2025/12/09/three-in-ten-u-s-teens-use-ai-chatbots-every-day-but-safety-con...
2•JeanKage•46m ago•0 comments

Show HN: prev.js: Blog/PKM SSG using SQLite and Python. Compiles in 5s on Vercel

https://github.com/danielfalbo/prev
1•danielfalbo•51m ago•1 comments

Would you like your Iceberg sir, stream or batch ordered

https://jack-vanlightly.com/blog/2025/11/5/how-would-you-like-your-iceberg-sir-stream-or-batch-or...
1•teleforce•53m ago•0 comments

Ask HN: Does professional coding make you forget the "magic" feeling?

2•Gooblebrai•53m ago•0 comments

Ask HN: Websites of people making cool projects

1•mdoliwa•53m ago•0 comments