Price Per Token
The best place to compare LLM APIs
Utilities · Founded 2025 · United States
- Utilities
- AI
- Dev Tools
- SaaS
- Analytics
Can you vibecode this?
Yes
Customers pay for live LLM pricing data and an MCP feed, software a web app delivers entirely.
The business
Total revenueEstimated from public sources and the business’s own reporting, not independently verified.
$3K+
Verified recently
Monthly revenueEstimated from public sources and the business’s own reporting, not independently verified.
$600+/mo
60-day average
Peak month
~$1K
Best single month
Growth
+35%
Early months vs recent
For owners
Own Price Per Token? List it for sale.
Founders read this page looking for a business to build like your $600+/mo one — some would rather buy one that already works. They skip the line, you get a clean exit. $25 one-time, no commission.
Why it works
Value proposition
Gives developers a single place to compare live LLM token prices and benchmarks.
Problem
LLM pricing changes constantly and is scattered across dozens of provider pages.
Audience
AI developers and companies choosing or switching LLM APIs.
Business model
Free to start, with advertising and an MCP feed as revenue channels.
Can you vibecode this?
Yes
The whole product, with AI coding tools and public APIs.
Moat
- Proprietary data
- Switching costs
Why people pay Price Per Token
Price Per Token tracks 634 models across dozens of providers, updated continuously, with a history of price changes. A fresh copy starts with no data and no change history. Developers building agents on the MCP integration have a workflow dependency that adds friction to switching.
Product complexity
LowA comparison dashboard and MCP endpoint are standard web app features.
Data
ModeratePricing data is pulled from public LLM provider APIs and kept continuously updated.
Integrations & infrastructure
LowConnections to public APIs from OpenAI, Anthropic, Google, Mistral and others supply the data.
Human operations
LowAutomated polling of provider APIs handles data freshness without manual work.
Regulation / hardware
LowA pricing comparison tool faces no sector-specific licensing or compliance requirements.
Build this business
Use the build specification below with any AI coding tool, or build it directly with Leapd.
Build This with Leapd →Leapd builds
- Comparison dashboard with model grid, filters, benchmarks and MCP endpoint
- Advertising and sponsored placements billed with Stripe
- OpenAI, Anthropic, Google and Mistral API connections
- A landing page
Leapd runs
- Cold email outreach to potential customers
- Meta ads
- LinkedIn and X posts
- SEO and AI-search visibility
- A daily report of what shipped
Opportunity check
- Partly: Proven market: First paying customers
- Passes: Proven model: Free access with advertising revenue
- Passes: Proven need: AI devs need live LLM pricing daily
- Passes: Buildable: Leapd builds it end to end
Build a web app that aggregates and displays live LLM API pricing and benchmarks, with a free comparison tool and an MCP endpoint for AI agents.
Product:
- Model comparison grid showing provider, model name, context window, input price, output price and cached input price per token
- Filter and sort by capability tags including tool use, vision, reasoning, web search, PDF input, caching, audio and open source
- Benchmark columns per model for coding, MMLU and GPQA scores
- MCP endpoint that serves live LLM pricing and benchmark data to AI agents
- User accounts with newsletter subscription management
- Voting on models so users can signal preference or quality
- Sponsored placement slots for providers displayed inline with organic results
- Free access for all visitors with no login required to browse the grid
Billing:
- Advertisers and sponsors pay flat placement fees charged through Stripe.
Integrations:
- OpenAI, Anthropic, Google, Mistral, Meta, Cohere, Deepseek, xAI and other LLM provider public APIs, connected through their APIs with the customer's own credentials.
Data:
- LLM provider pricing and model metadata APIs, polled continuously to keep token prices and model listings current.
Business details
Similar businesses
Questions
How much revenue does Price Per Token make?
Price Per Token has made $3K+ in revenue to date and brings in $600+/mo, with its best month around $1K.
How does Price Per Token make money?
Price Per Token earns through sponsored placements and advertiser fees paid by LLM providers and tool vendors.
Is Price Per Token growing?
Since its early months, monthly revenue has grown 35%.
Can you vibecode a business like Price Per Token?
Yes, with Leapd. It builds the product, then helps you find customers with outreach, ads and SEO. See the build spec →
Ready to build it?
The market is proven. The opportunity is real. Build your version with Leapd.
Build This with Leapd →