QuoteFirst
Provides real quotes from hundreds of LLMs before execution, allowing users to compare, pick, and execute tasks via API, MCP server, or chat interface.
Launch screenshots from Product Hunt, Jul 2026
QuoteFirst is a cost estimation and execution platform for large language models. It solves the problem of unpredictable AI API bills by providing real quotes from hundreds of models before any work is done. It targets developers, data teams, and B2B companies of all sizes, from freelancers to enterprises. The platform is model-agnostic, allowing users to send one request and let the market compete, with execution always running on the user's own API key at provider prices with no markup.
Key features
- Real quotes from 100s of LLMs
- Cost estimation before execution
- Model-agnostic API integration
- MCP server support
- Browser extension for web quotes
- Execution on user's API key
- No platform markup on prices
- Free tier with 100 quotes/month
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GTM channels
- Blog
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ICP
- Software developers
- Data analytics teams
- Startups