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Yolk
Your AI Value Accelerator
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"
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.
On the analytics side, Yolk competes within SaaS, Artificial Intelligence and Finance — topics that collectively have 522.1k followers on Product Hunt. The dashboard above tracks how Yolk performed against the three products that launched closest to it on the same day.
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.
For a complete overview of Yolk including community comment highlights and product details, visit the product overview.