TokenTab
A simple web dashboard for non-technical small-business owners who use ChatGPT, Claude, or Gemini daily and want to know which tasks are quietly costing them the most — no engineering setup required.
Solo consultants, copywriters, and small agency owners paying $50-500/mo for AI tools without understanding which workflows are expensive
- Paste an API key or connect via a hosted proxy and instantly see cost-per-task, not just total bill
- Plain-language 'your client-report drafting costs 4× your email replies' insights, with suggestions to switch tasks to cheaper models
- Weekly cost digest email in business-owner language, not developer jargon
- Budget alerts when a single client project burns through 20% of the monthly AI allowance
AI tool costs are now a real line item for thousands of small businesses, but every existing cost tracker is built for engineers; the underlying token-diet trend proves 30%+ waste is the norm and non-technical users have no way to see it.
Real demand signal exists — AICosts.ai already markets to solopreneurs and small agencies, and multiple Chrome extensions (TokN Tracker, Claude Tuner, Token Track) target the same AI-spend-awareness pain point, but no evidence of a large, vocal non-technical SMB segment actively searching for this.AICosts.ai | All your AI costs in one dashboard ↗Mastering 2025 Strategies to Track AI Usage Costs Across Multiple Platforms ↗
Market is meaningfully crowded, not wide open: AICosts.ai explicitly serves non-technical solopreneurs with a no-engineering upload flow; free Chrome extensions (Claude Tuner, TokN Tracker, Token Track) cover individual users; developer tools (Helicone, LangSmith) sit adjacent. A 'simple dashboard for non-technical SMBs' is a positioned niche, not a green field.Claude Usage Tracker Competitors & Alternatives (2026) | Product Hunt ↗AIcosts: AI cost tracking & optimization - Dynamic Business ↗Claude Tuner — Real-Time Usage Tracker for Claude, ChatGPT & Gemini ↗
Willingness-to-pay evidence is weak: the dominant offerings in this category are free browser extensions, and AICosts.ai's pricing is unlisted. Non-technical SMBs already paying $50-500/mo for AI tools are notoriously price-sensitive on add-ons, and few review counts or paid testimonials surface — suggesting unproven conversion.AICosts.ai | All your AI costs in one dashboard ↗Token Track — Real-time AI Usage & Token Tracker ↗
AI spend is a real and growing line item, but the category is vulnerable to native provider dashboards (OpenAI/Claude already expose usage) and OS-level integrations, so a third-party tracker may get squeezed into a thin middleware layer over 2-3 years.Mastering 2025 Strategies to Track AI Usage Costs Across Multiple Platforms ↗
Trivially buildable as a web app — multiple shipping precedents (AICosts.ai parsing billing uploads, Chrome extensions reading usage) prove the core pattern works with modest engineering; main risk is distribution against free extensions.AICosts.ai | All your AI costs in one dashboard ↗The Beginner's Guide to Building a Cost-Tracking Dashboard for AI API ... ↗