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TokenScale
AI API pricing in words you actually recognise
$5 per million tokens means nothing. The Hobbit costs $0.06 on Gemini Flash-Lite — that means something. TokenScale translates AI API pricing into real content sizes across 16 providers: emails, novels, legal contracts, PhD theses. Watch costs compound across conversation turns. Compare Standard, Batch and Cache-hit pricing side by side. Free, no sign-up, updated nightly.
I built this because "$5 per million tokens" means nothing to most people — including me when I first started using AI APIs.
TokenScale converts any word count into real money across 16 providers simultaneously. Pick a landmark — an email, a novel, a PhD thesis — and see exactly what it costs everywhere, side by side.
A few things I learned building it:
- At 50 conversation turns, ~97% of your tokens are context, not output
- The cheapest and most expensive providers are 35× apart
- Cache hits can save 90%+ on repeated context
Single HTML file, no backend, no sign-up. Pricing verified nightly.
Happy to answer any questions!
About TokenScale on Product Hunt
“AI API pricing in words you actually recognise”
TokenScale was submitted on Product Hunt and earned 3 upvotes and 1 comments, placing #160 on the daily leaderboard. $5 per million tokens means nothing. The Hobbit costs $0.06 on Gemini Flash-Lite — that means something. TokenScale translates AI API pricing into real content sizes across 16 providers: emails, novels, legal contracts, PhD theses. Watch costs compound across conversation turns. Compare Standard, Batch and Cache-hit pricing side by side. Free, no sign-up, updated nightly.
On the analytics side, TokenScale competes within Productivity, Developer Tools and Artificial Intelligence — topics that collectively have 1.6M followers on Product Hunt. The dashboard above tracks how TokenScale performed against the three products that launched closest to it on the same day.
Who hunted TokenScale?
TokenScale was hunted by Will Bilton. 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 TokenScale including community comment highlights and product details, visit the product overview.
Will Bilton