How Qwairy queries AI models
Qwairy collects answers in two fundamentally different ways, and every model falls into one of them. The method determines what you’re measuring, where it can be run, and how much it costs.Core models: web scraping
Qwairy simulates a real user sending your prompt through the model’s public-facing website, then retrieves the answer straight from that interface.You see exactly what a real user sees in ChatGPT, Perplexity, Gemini, Copilot, Grok, or Google, including AI Overviews and AI Mode. Results can be geo-localized by country.Flat cost: 1 credit per response.
Premium models: official API
Qwairy calls the provider’s official API for a specific, versioned model (e.g.
gpt-5, claude-opus-4-8), with web search grounding enabled so answers stay current.You get a deterministic, pinned model version, ideal for comparing a precise model across time or against competitors.Cost varies by model: 2 to 20 credits per response.Both methods answer different questions. Core models tell you how your brand shows up for a real user right now. Premium models let you benchmark a precise model version consistently. Most brands monitor a few Core models first, then add Premium models for deeper competitive analysis.
Core models: web scraping
All Core models cost 1 credit per response and reflect the model’s live, public web experience.Premium models: official API
Premium models are queried through each provider’s official API. Cost depends on the model.OpenAI
Anthropic (Claude)
Google Gemini
Perplexity
xAI (Grok)
Mistral
DeepSeek
How credits work
Qwairy uses a credit-based system. Credits are consumed when generating AI responses, creating content, and importing prompts.Calculation examples
Monitoring run, 10 prompts x 3 models (ChatGPT Core, GPT-5 Mini, Perplexity Core):Credit balance
View your remaining credits at the top of the dashboard header, or under Team Management > Usage.Best practices
Running out of credits
When credits are exhausted, scheduled monitoring pauses and manual generation is blocked. Purchase additional credits to resume.Related
- Monitoring: select which models run and set your refresh frequency
- Core Concepts: the Provider / AI Model vocabulary
- Billing: manage your subscription and credits
- Which AI providers should I prioritize?

