Tokens
Anonymous comparison tool for analyzing token usage differences between Claude Opus model versions
tokens.billchambers.me ↗📍 San Francisco Bay Area, CA
Verified Data
“Solo founder project launched 3 days ago as free open-source tool with no monetization model, used primarily for lead generation for consulting”
“Bootstrapped”
“1”
“Launched April 17, 2026; trended to #1 on Hacker News shortly after release.”
Company Profile
Contact
@bllchmbrsStrategic Analysis
Strategy
Open-source community tool strategy focused on providing transparency around AI model token counting differences. Serves as lead generation for the founder's AI consulting business while building credibility in the AI developer community.
Tactics
Launched on Hacker News to drive initial adoption and community engagement. Built as a simple, focused tool addressing a specific pain point (token count inflation between Claude versions). Uses viral growth through developer word-of-mouth and social sharing.
Competitive Positioning
Positioned as a transparency tool rather than competing directly with other products. Fills a gap in model comparison tooling by focusing specifically on token counting differences that impact pricing for AI developers.
Marketing Approach
Community-driven growth through Hacker News launch and developer social media. Leverages the founder's personal brand and expertise in AI/data engineering. No paid marketing - relies on organic sharing within AI developer communities.
Notable
Trended to #1 on Hacker News on launch day, revealing significant token count inflation in Claude Opus 4.7 vs 4.6
Tech Stack
TypeScript
Next.jsCloudflare WorkersCloudflare D1OpenNextAnthropic SDKRecent News
Related AI Developer Tools Companies
Discovery Sources
Signals
“Launched April 17, 2026; trended to #1 on Hacker News shortly after release.”
“1”
“Bootstrapped”
Evidence
413 submissions
Avg request token change: +37.2%
413 submissions