# Innovation Tracker

> Tracking architectural and hardware innovations that change the cost of inference — MLA, MoE, speculative decoding, new accelerators.

Source: https://tokenomy.ai/research/innovation-tracker
Last updated: 2026-09-17
Publisher: Tokenomy — FinOps for AI
License: free to quote with attribution and a link to the source URL.

What is changing the marginal cost of a token: architectures, decoding tricks and new silicon.

## What this covers

Tracking architectural and hardware innovations that change the cost of inference — MLA, MoE, speculative decoding, new accelerators.

## Why it matters

Tokenomy tracks AI economics end to end — pricing, throughput, quality and energy. This library page keeps the underlying evidence one click from the tools and research that use it.

## Related pages

- [Research hub](https://tokenomy.ai/research)
- [AI News Hub](https://tokenomy.ai/research/ai-news-hub)
- [Model Benchmarks](https://tokenomy.ai/research/model-benchmarks)
- [Research Papers](https://tokenomy.ai/research/research-papers)
- [Innovation Tracker](https://tokenomy.ai/research/innovation-tracker)
- [Conference Calendar](https://tokenomy.ai/research/conference-calendar)
- [Tiktoken Guide](https://tokenomy.ai/research/tiktoken-guide)
- [Free tools](https://tokenomy.ai/tools)