Token Market Pulse™
The market radar for AI models — LLM pricing, adoption and momentum
The market radar for AI models — LLM pricing, adoption and momentum
Get an unbiased, daily-updated view of how every major model is priced, used, and trending — so you can choose better, negotiate smarter, and stay ahead of market shifts.
Get an unbiased, daily-updated view of how every major model is priced, used, and trending — so you can choose better, negotiate smarter, and stay ahead of market shifts.
Get an unbiased, daily-updated view of how every major model is priced, used, and trending — so you can choose better, negotiate smarter, and stay ahead of market shifts.




Standardized, real-time intelligence across the LLM ecosystem.
Standardized, real-time intelligence across the LLM ecosystem.
Standardized, real-time intelligence across the LLM ecosystem.
Transparent Market Signals
Transparent Market Signals
Transparent Market Signals
Unbiased, daily-updated visibility across 142+ models, showing how each one is priced, adopted, and trending in real time.
Unbiased, daily-updated visibility across 142+ models, showing how each one is priced, adopted, and trending in real time.
Unbiased, daily-updated visibility across 142+ models, showing how each one is priced, adopted, and trending in real time.
Standardized Cross-Model Comparability
Standardized Cross-Model Comparability
Standardized Cross-Model Comparability
A unified, apples-to-apples framework powered by 8+ normalized metrics, enabling fair comparison across closed-source, open-weight, and open-source models.
A unified, apples-to-apples framework powered by 8+ normalized metrics, enabling fair comparison across closed-source, open-weight, and open-source models.
A unified, apples-to-apples framework powered by 8+ normalized metrics, enabling fair comparison across closed-source, open-weight, and open-source models.
Decision-Ready Insights
Decision-Ready Insights
Decision-Ready Insights
Actionable intelligence surfaced through Cost, Adoption, and Momentum panels, helping teams select the right model, optimize spend, and anticipate market shifts.
Actionable intelligence surfaced through Cost, Adoption, and Momentum panels, helping teams select the right model, optimize spend, and anticipate market shifts.
Actionable intelligence surfaced through Cost, Adoption, and Momentum panels, helping teams select the right model, optimize spend, and anticipate market shifts.








Token Market Pulse™
Built for builders, FinOps teams, and analysts to see costs, adoption, and market movement.
Built for builders, FinOps teams, and analysts to see costs, adoption, and market movement.
Built for builders, FinOps teams, and analysts to see costs, adoption, and market movement.
Investors, Analysts & Market Observers
Reveals the real competitive landscape of LLMs - who's rising, who's falling, and why.
Track competitive momentum in the LLM market
Identify rising or cooling model families
Build price-performance and market-share analyses
Generate earlier, stronger investment theses
Investors, Analysts & Market Observers
Reveals the real competitive landscape of LLMs - who's rising, who's falling, and why.
Track competitive momentum in the LLM market
Identify rising or cooling model families
Build price-performance and market-share analyses
Generate earlier, stronger investment theses
For Infrastructure Buyers
Helps builders choose the right model fast - with real, unbiased market data.
Select the most cost-efficient model
Evaluate competitive alternatives with real adoption data
Optimize inference cost per feature
Justify switching models to leadership
For Infrastructure Buyers
Helps builders choose the right model fast - with real, unbiased market data.
Select the most cost-efficient model
Evaluate competitive alternatives with real adoption data
Optimize inference cost per feature
Justify switching models to leadership
For Infrastructure Buyers
Helps builders choose the right model fast - with real, unbiased market data.
Select the most cost-efficient model
Evaluate competitive alternatives with real adoption data
Optimize inference cost per feature
Justify switching models to leadership
FinOps, Procurement & AI Platform Owners
Gives teams the pricing and usage transparency they need to optimize cost and negotiate with confidence.
Benchmark vendor pricing
Track price and adoption drift
Strengthen contract negotiations
Create enterprise LLM selection guidelines
Build predictable LLM cost forecasts
FinOps, Procurement & AI Platform Owners
Gives teams the pricing and usage transparency they need to optimize cost and negotiate with confidence.
Benchmark vendor pricing
Track price and adoption drift
Strengthen contract negotiations
Create enterprise LLM selection guidelines
Build predictable LLM cost forecasts
FinOps, Procurement & AI Platform Owners
Gives teams the pricing and usage transparency they need to optimize cost and negotiate with confidence.
Benchmark vendor pricing
Track price and adoption drift
Strengthen contract negotiations
Create enterprise LLM selection guidelines
Build predictable LLM cost forecasts
FinOps, Procurement & AI Platform Owners
Gives teams the pricing and usage transparency they need to optimize cost and negotiate with confidence.
Benchmark vendor pricing
Track price and adoption drift
Strengthen contract negotiations
Create enterprise LLM selection guidelines
Build predictable LLM cost forecasts
Investors, Analysts & Market Observers
Reveals the real competitive landscape of LLMs - who's rising, who's falling, and why.
Track competitive momentum in the LLM market
Identify rising or cooling model families
Build price-performance and market-share analyses
Generate earlier, stronger investment theses
Investors, Analysts & Market Observers
Reveals the real competitive landscape of LLMs - who's rising, who's falling, and why.
Track competitive momentum in the LLM market
Identify rising or cooling model families
Build price-performance and market-share analyses
Generate earlier, stronger investment theses
Investors, Analysts & Market Observers
Reveals the real competitive landscape of LLMs - who's rising, who's falling, and why.
Track competitive momentum in the LLM market
Identify rising or cooling model families
Build price-performance and market-share analyses
Generate earlier, stronger investment theses
Request Token Market Pulse to compare models and track market shifts with unbiased data.
Request Token Market Pulse to compare models and track market shifts with unbiased data.