Forward-looking view of the AI model market built from live rankings, weekly archive snapshots, recent launches, and verified pre-release signals. This page is designed to show pressure building in the market without inventing probabilities.
Signal-based outlook, not a probability market
Verified provider announcements and repository signals are treated as stronger evidence than paper-only mentions. No launch probability percentages are fabricated on this page.
Frontier concentration
OpenAI holds 7 of the top 10
GPT-5.4 Pro is currently #1 in coding, with a 1.5-point gap versus #5.
Open-source pressure
0 open-source models in the current top 20
No open-source model is currently inside the coding top 20.
Price compression
130 coding models are at or below $1/M output
Llama Guard 3 8B is the cheapest paid coding model now at $0.03/M output. 13% of tracked models are free.
Release pipeline
3 verified pre-release signals + 6 launches in the last 30 days
inclusionai leads the recent launch cadence in the last 30 days among the models shown on this page.
Models launched in the last 30 days often drive the next round of pricing changes, provider comparisons, and benchmark discussion.
inclusionai · coding
Google · coding
Baidu · coding
OpenAI · coding
xAI · coding
IBM · coding
The weekly snapshot gives a fixed reference point so the outlook is not based only on rolling live data.
2026-W18
370 models · 56 providers
Largest provider in latest snapshot
OpenAI
68 models · avg score 68
Best value in latest snapshot
Mistral Nemo
Mistral AI · score 40 · $0.05/M
These are official or repository-backed signals from the upcoming-model feed. Research-only mentions are shown separately because they are weaker launch evidence.
Anthropic · official
Anthropic's most powerful model to date. Capybara-tier model with record-breaking benchmarks. Previewed via Project Glasswing for defensive…
Tencent · repository
We introduce HY-Embodied-0.5, a family of foundation models specifically designed for real-world embodied agents.
NVIDIA · repository
Trending text generation on HuggingFace with 453,893 downloads and 333 likes.
Research-only signals
The outlook gets stronger when it is paired with the live leaderboard, the new models feed, and the weekly archive.
This page is built from live leaderboard data, weekly snapshot archives, recent model release dates, and verified upcoming-model signals. It does not use hardcoded prediction percentages.
It is a forward-looking data page. The goal is to surface signals that can shape the next few weeks or months of the market, while clearly separating verified launch evidence from weaker research-only mentions.
Use them to understand where pressure is building: provider concentration, open-source momentum, pricing compression, and the release pipeline. They are directional signals, not guarantees.