TokenTally — AI cost clarity

Estimate how every request hits your budget before it lands in production.

🚀 What is TokenTally?

TokenTally is a Next.js app that centralizes pricing knowledge for today’s leading AI providers. It combines per-model calculators, live comparison tables, and visual benchmarks so teams can predict spend, plan deployments, and share numbers with stakeholders in seconds.

✨ Key Capabilities

Core platform: Guided calculators for OpenAI, Anthropic, Google Gemini, Cohere, Perplexity.ai, Whisper/TTS, and DALL·E. Each flow supports per-model inputs, prompt caching details, and fine-tuning rates when available.
Pricing intelligence: A global table driven by config/pricing.ts surfaces all models with search, provider/category filters, and last-updated metadata (PRICING_LAST_UPDATED). Teams can export full datasets from the header or inspect every entry in /models.
Decision-ready visuals: Interactive cost and context window charts (components/pricing-charts.tsx) make it easy to compare providers side by side and justify model swaps with data.
Fast workflows: A command palette (Cmd+K) accelerates navigation, while responsive layouts, dark mode, and animated cards keep the UI polished on any device.
Feedback loop: Inline feedback routes (/feedback) and Sonner toasts encourage users to report outdated rates so pricing stays accurate.

🎯 Perfect For

Product teams benchmarking LLM providers before shipping new AI features.
FinOps and procurement partners who need repeatable pricing snapshots.
Developer advocates preparing talks, workshops, or internal docs about AI cost trade-offs.

Quick Start

Bash

git clone https://github.com/gfargo/token-tally.git
cd token-tally
npm install
npm run dev
# open http://localhost:3000

git clone https://github.com/gfargo/token-tally.git
cd token-tally
npm install
npm run dev
# open http://localhost:3000

Technology Stack

Next.js 15 App Router with client-side animations via Framer Motion.
Tailwind CSS v4 utilities plus Shadcn UI and Radix primitives for accessible components.
Recharts for cost/context visualizations.
Sentry and Vercel Analytics instrumentation ready for production diagnostics.

🔗 Links

Production: https://tokentalley.griffen.codes/
GitHub: https://github.com/gfargo/token-tally
Feedback form: https://tokentalley.griffen.codes/feedback

TokenTally keeps AI experiments grounded in real numbers—spin it up when you’re ready to forecast the next launch.