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Yolk

Your AI Value Accelerator

SaaS
Artificial Intelligence
Finance
Visit WebsiteSee on Product Hunt

Hunted byJack StephenJack Stephen

The free-lunch era is over. Models improve, bills rise but is it really moving the needle. Yolk gives you deep observability into your org-wide usage and its productive output. Yolk unifies you and your orgs AI spend — coding CLIs, subscriptions, API, OpenRouter — and measures the value per token: which models, people, and tasks are worth it, and where you're overpaying. Then gives you live, custom "actions" to optimise your spend.

Top comment

My peers and I were burning through tokens at a stupid rate, and I knew it'd only get worse inside bigger teams. The problem: there's no accurate way to measure both sides at once. How many tokens you're actually burning across local CLIs, APIs, whatever, and whether any of it is producing something useful. That's what YOLK does. It's a counter-signal to "tokenmaxxing", the faintly ridiculous habit of burning a resource and never checking the output. That's definitionally just waste. And as models get better and pricing keeps moving, that waste gets more expensive to ignore. The mission is simple: let anyone win from AI. One guiding rule we started with was "don't ship another dashboard. Create something you can actually act on"

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About Yolk on Product Hunt

Your AI Value Accelerator

Yolk was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #128 on the daily leaderboard. The free-lunch era is over. Models improve, bills rise but is it really moving the needle. Yolk gives you deep observability into your org-wide usage and its productive output. Yolk unifies you and your orgs AI spend — coding CLIs, subscriptions, API, OpenRouter — and measures the value per token: which models, people, and tasks are worth it, and where you're overpaying. Then gives you live, custom "actions" to optimise your spend.

Yolk was featured in SaaS (43k followers), Artificial Intelligence (473.1k followers) and Finance (6.1k followers) on Product Hunt. Together, these topics include over 159.3k products, making this a competitive space to launch in.

Who hunted Yolk?

Yolk was hunted by Jack Stephen. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

Want to see how Yolk stacked up against nearby launches in real time? Check out the live launch dashboard for upvote speed charts, proximity comparisons, and more analytics.