Alex Getmanearly AI signals

Data

Our measurements from Signal Forge's findings: how far ahead of release each model was detected, and the prices of released models.

AI API pricing: calculate the cost of a finished task

We saw them coming

Median time from our first mention to release, across 11 launches. Includes reports and rumours, not verified predictions. Claude Fable 5.2 was first mentioned 61 days before release.

Median lead: 12 days

ModelReportedReleasedLead
Gemini 4 Carbon12 days
Claude Fable 5.261 days
Gemini 4 Argon12 days
Claude Opus 5.51 day
GPT-6 Sol15 days
GPT-6 Luna15 days
Grok 4.73 days
GPT-6 Astra27 days
Claude Fable 5.15 days
Claude Opus 513 days
GPT-5.6 Sol12 days

Detected by Forge

Models seen early
2
Median lead
12 days
Longest lead
12 days

Days between Signal Forge's first detection and the developer's release, with the latest releases first.

ModelReportedSightingReleasedLead
Gemini 4 CarbonGoogleonly in posts or press
12 days
Gemini 4 ArgonGoogleonly in posts or press
12 days
Claude Fable 5.2Anthropiconly in posts or press
On release date
Claude Mythos 5.2Anthropiconly in posts or press
On release date
GPT Image 2.6 SunburstOpenAI—
On release date
GPT-6 RosalindOpenAI—
On release date
GPT-6.1 TerraOpenAIonly in posts or press
On release date
Claude Haiku 5.5Anthropiconly in posts or press
On release date
Claude Sonnet 5.5Anthropiconly in posts or press
On release date
Claude Opus 5.5Anthropiconly in posts or press
On release date
GPT-6 LunaOpenAIonly in posts or press
On release date
GPT-6 SolOpenAIonly in posts or press
On release date
GPT-Live 1OpenAI—
On release date
Gemini 4 HydrogenGoogleonly in posts or press
On release date
Gemini Decision 1Google—
On release date
Gemini Omni 1.2 FlashGoogle—
On release date
Nano Banana 2.1Google—
On release date
EmbeddingGemma 2Google—
On release date
Gemini 3.8 Flash Lite TTSGoogle—
On release date
Gemini 3.8 Flash TTSGoogle—
On release date
Gemini 3.8 LiveGoogleonly in posts or press
On release date
Meta: Muse EmberMeta—
On release date
Kimi K3.1 ProMoonshotonly in posts or press
On release date
MiniMax M3.1 FlashMiniMax—
On release date
DeepSeek V4.1 Flash 1017DeepSeekonly in posts or press
On release date
Muse Spark OpenMeta—
On release date
Grok Voice 3.0xAI—
On release date
Muse WonderMeta—
On release date
Qwen-Image-2.1 TurboAlibaba—
On release date
Mistral Large 4Mistral—
On release date
Grok 4.7xAIonly in posts or press
On release date
Qwen Image 2.1Alibaba—
On release date
Qwen3.8 Livetranslate Flash RealtimeAlibaba—
No verified lead
DeepSeek V4.1 FlashDeepSeekonly in posts or press
On release date
LFM3 Omni 2BLiquid AI—
On release date
FlintRecursive Superintelligence—
On release date
Beam 1.0 501B A23BReflection—
On release date
GPT-Image-2.5 FlareOpenAI—
1 day after release date
GPT-Image-2.5 SunburstOpenAI—
1 day after release date
Introducing Grok Voice Transcribe 2.0xAI—
1 day after release date
LFM3 1.7B BaseLiquid AI—
1 day after release date
GPT Rosalind ResearchOpenAI—
3 days after release date
Qwen3.8 Omni FlashAlibaba—
3 days after release date
Nemotron 3.5 Transcribe 30B A4BNVIDIA—
4 days after release date
GPT-6 AstraOpenAIonly in posts or press
5 days after release date
Gemini 3.8 FlashGoogleonly in posts or press
6 days after release date
Muse Spark 1.3Metaonly in posts or press
6 days after release date
GPT-6.1 SolOpenAIonly in posts or press
7 days after release date
Claude Fable 5.1Anthropiconly in posts or press
7 days after release date
OlmoEarth v1.3 BaseAi2—
10 days after release date
LFM2.5 24B A2BLiquid AI—
19 days after release date
GLM-5.3 FlashZ.aionly in posts or press
21 days after release date
Gemini 3.8 Live Extended ThinkingGoogle—
22 days after release date
GPT-6 AstraOpenAI—
24 days after release date
GLM-5.3Z.aionly in posts or press
28 days after release date
AstaBrief-8BAi2—
30 days after release date
Gemini 3.5 Transcribe LiveGoogle—
32 days after release date
Lyria 3.5Google—
34 days after release date
Muse Spark 1.2Metaonly in posts or press
34 days after release date
Grok 4.6xAIonly in posts or press
38 days after release date
Gemini Omni 1.1 FlashGoogle—
41 days after release date
Gemini 3.5 TranscribeGoogleonly in posts or press
42 days after release date
Grok Imagine Image 2.0xAI—
42 days after release date
Claude Opus 5Anthropiconly in posts or press
46 days after release date
Kimi K2.8 PreviewMoonshot—
48 days after release date
Qwen3.8 MaxAlibabaonly in posts or press
49 days after release date
Gemini 3.6 FlashGoogleonly in posts or press
50 days after release date
Kimi K3Moonshot—
57 days after release date
Gemini 3.5 Flash LiteGoogleonly in posts or press
62 days after release date
Qwen3.8 Flash NextAlibabaonly in posts or press
65 days after release date
Gemini Robotics-ER 2 PreviewGoogle—
69 days after release date
Claude Sonnet 5Anthropiconly in posts or press
70 days after release date
GPT-Live-TranscribeOpenAI—
71 days after release date
GPT-TranscribeOpenAI—
71 days after release date
GPT-5.6 LunaOpenAIonly in posts or press
74 days after release date
GPT-Realtime-2.1 MiniOpenAI—
77 days after release date
Grok Voice 2.0xAI—
77 days after release date
GPT-5.6 SolOpenAIonly in posts or press
80 days after release date
GPT-5.6 TerraOpenAIonly in posts or press
83 days after release date
Nano Banana 2 LiteGoogleonly in posts or press
83 days after release date
Kimi K2.7 CodeMoonshotonly in posts or press
88 days after release date
Claude Fable 5Anthropiconly in posts or press
91 days after release date
Grok 4.5xAIonly in posts or press
91 days after release date
GLM-5.2Z.aionly in posts or press
91 days after release date
GPT-Realtime-2.1OpenAI—
93 days after release date
Grok 4.3xAIonly in posts or press
96 days after release date
MiniMax M3MiniMaxonly in posts or press
108 days after release date
Qwen3.7 PlusAlibabaonly in posts or press
110 days after release date
Grok Imagine Video 1.5xAI—
113 days after release date
Claude Opus 4.8Anthropiconly in posts or press
116 days after release date
Gemma 4 12B ITGoogle—
116 days after release date
Nano Banana 2Googleonly in posts or press
116 days after release date
Qwen3.7 MaxAlibabaonly in posts or press
116 days after release date
Nano Banana ProGoogle—
119 days after release date
Gemini 3.5 FlashGoogleonly in posts or press
126 days after release date
DeepSeek V4 ProDeepSeekonly in posts or press
137 days after release date
Gemini 3.1 Flash LiteGoogle—
138 days after release date
GPT-5.5OpenAIonly in posts or press
139 days after release date
Gemini 3.5 FlashGoogle—
141 days after release date
Grok Build 0.1xAI—
141 days after release date
Qwen3.6 35B A3BAlibaba—
148 days after release date
Qwen3.6 27BAlibaba—
149 days after release date
GPT-Realtime-2OpenAI—
153 days after release date
GPT-Realtime-TranslateOpenAI—
153 days after release date
GPT-Realtime-WhisperOpenAI—
153 days after release date
Claude Opus 4.7Anthropiconly in posts or press
158 days after release date
GPT-Image-2OpenAI—
160 days after release date
Gemma 4 26B A4B ITGoogle—
163 days after release date
GLM-5.1Z.aionly in posts or press
163 days after release date
GPT-5.5 ProOpenAIonly in posts or press
167 days after release date
Qwen3.6 PlusAlibabaonly in posts or press
168 days after release date
Gemma 4 31B ITGoogle—
173 days after release date
Gemini Robotics ER-1.6 PreviewGoogle—
176 days after release date
Gemma 4 E2B ITGoogle—
180 days after release date
Gemma 4 E4B ITGoogleonly in posts or press
180 days after release date
MiniMax M2.7MiniMaxonly in posts or press
184 days after release date
Gemma 4 26B A4B ITGoogle—
188 days after release date
GPT-5.4 nanoOpenAI—
199 days after release date
GPT-5.4 MiniOpenAIonly in posts or press
204 days after release date
Claude Sonnet 4.6Anthropiconly in posts or press
204 days after release date
Qwen3.5 397B A17BAlibaba—
204 days after release date
GPT-Realtime-1.5OpenAI—
210 days after release date
GPT-5.4OpenAIonly in posts or press
216 days after release date
GPT-5.4 ProOpenAIonly in posts or press
216 days after release date
Claude Opus 4.6Anthropiconly in posts or press
216 days after release date
GLM-5Z.aionly in posts or press
217 days after release date
GPT-5.3 CodexOpenAIonly in posts or press
224 days after release date
GPT-Audio-1.5OpenAI—
226 days after release date
Qwen3 Coder NextAlibabaonly in posts or press
230 days after release date
GPT-5.2-CodexOpenAIonly in posts or press
273 days after release date
Gemini 3 Flash PreviewGoogleonly in posts or press
279 days after release date
GPT-Image-1.5OpenAI—
286 days after release date
Gemini 2.5 Flash Native Audio Preview 12-2025Googleonly in posts or press
299 days after release date
GPT-5.2OpenAIonly in posts or press
300 days after release date
Claude Opus 4.5Anthropic—
301 days after release date
GPT-5.1-Codex-MaxOpenAIonly in posts or press
302 days after release date
Grok 4.1 FastxAIonly in posts or press
304 days after release date
GPT-5.1-CodexOpenAIonly in posts or press
308 days after release date
Grok 4.1 FastxAIonly in posts or press
322 days after release date
GPT-5.1OpenAIonly in posts or press
323 days after release date
Veo 3.1 Generate 001Google—
324 days after release date
Claude Haiku 4.5Anthropiconly in posts or press
341 days after release date
Claude Sonnet 4.5Anthropiconly in posts or press
357 days after release date
Grok 4 FastxAIonly in posts or press
365 days after release date
GPT-5 ProOpenAIonly in posts or press
366 days after release date
Gemini 2.5 Flash Native Audio Preview 09-2025Google—
379 days after release date
Granite 4.0 1B BaseIBM—
380 days after release date
Granite 4.0 H 1B BaseIBM—
380 days after release date
GPT-5-CodexOpenAIonly in posts or press
387 days after release date
GPT-RealtimeOpenAI—
405 days after release date
GPT-5OpenAIonly in posts or press
426 days after release date
GPT-5 MiniOpenAIonly in posts or press
426 days after release date
GPT-5 nanoOpenAI—
426 days after release date
Grok 4xAIonly in posts or press
437 days after release date
O3 Deep ResearchOpenAI—
454 days after release date
O3 ProOpenAI—
484 days after release date
Qwen3 14BAlibaba—
497 days after release date
Qwen3 32BAlibaba—
506 days after release date
Qwen3 8BAlibaba—
510 days after release date
GPT-4.1OpenAIonly in posts or press
531 days after release date
GPT-4.1 MiniOpenAIonly in posts or press
531 days after release date
GPT-4.1 nanoOpenAI—
531 days after release date
O1 ProOpenAI—
567 days after release date
O3 MiniOpenAI—
614 days after release date
DeepSeek R1DeepSeekonly in posts or press
625 days after release date
GPT-4o 2024-11-20OpenAI—
686 days after release date
Claude Haiku 3.5Anthropiconly in posts or press
702 days after release date
o1 PreviewOpenAI—
755 days after release date
Structured Outputs in the APIOpenAI—
792 days after release date
GPT-4o MiniOpenAI—
801 days after release date
Llama 3.1 405B InstructMeta—
806 days after release date
GPT-4oOpenAI—
877 days after release date
GPT-4 TurboOpenAI—
911 days after release date
GPT-3.5 Turbo 0125OpenAI—
966 days after release date
GPT-4 Turbo PreviewOpenAI—
1066 days after release date
Qwen3 8 MaxAlibabaonly in posts or press—
No verified lead
LongCat-2.5Meituan——
No verified lead
Particle-1Particle AI——
No verified lead
MAI-Image-2.7Microsoft——
No verified lead
Hy-SimulMT-30B-A3BTencent——
No verified lead
Hy-SimulMT-30B-A3B-InterleaveTencent——
No verified lead
Mercury 3Inception——
No verified lead
GlimpseElorian——
No verified lead
D1 UltraLiquid AI——
No verified lead
FLUX 3 Image KleinBlack Forest Labs——
No verified lead
Nemotron 3.5 Super VL 120B A12BNVIDIA——
No verified lead
Pareto 26.10Unbiased——
No verified lead
LFM2.5-24B-A2BLiquid AI——
No verified lead
Microsoft-Decision-1Microsoft——
No verified lead
MAI-Voice-2.1Microsoft——
No verified lead
MAI-Voice-2.1-FlashMicrosoft——
No verified lead
MAI-Transcribe-2-StreamingMicrosoft——
No verified lead

Input / output price · USD / 1M tokens

Released models with a published price, in US dollars per million tokens, cheapest output first.

ModelInputOutputContext windowWeights
Gemma 4 26B A4B ITGoogle$0.0675$0.225262KOpen
Qwen3 14BAlibaba$0.12$0.2441KOpen
Qwen3 32BAlibaba$0.08$0.2841KOpen
GPT-5 nanoOpenAI$0.05$0.40400K—
GPT-4.1 nanoOpenAI$0.10$0.401M—
Gemma 4 31B ITGoogle$0.20$0.40262KOpen
Particle-1Particle AI$0.05$0.501M—
GPT-6 LunaOpenAI$0.10$0.501M—
GLM-5.3 FlashZ.ai$0.15$0.501MOpen
GPT-4o MiniOpenAI$0.15$0.60128K—
MiniMax M3.1 FlashMiniMax$0.15$0.601MOpen
LFM2.5-24B-A2BLiquid AI$0.05$0.70131KOpen
Qwen3 Coder NextAlibaba$0.12$0.80128KOpen
Qwen3.6 35B A3BAlibaba$0.10$0.90262KOpen
GPT-5.6 LunaOpenAI$0.20$1.201M—
LongCat-2.5Meituan$0.30$1.201M—
Beam 1.0 501B A23BReflection$0.40$1.201MOpen
GPT-5.4 nanoOpenAI$0.20$1.25400K—
GPT-4.1 MiniOpenAI$0.40$1.601M—
GPT-5 MiniOpenAI$0.25$2.00400K—
Gemini 3.5 Flash LiteGoogle$0.30$2.501M—
GlimpseElorian$0.60$3.00——
Qwen3.6 27BAlibaba$0.32$3.20262KOpen
Pareto 26.10Unbiased$0.80$3.201M—
GLM-5Z.ai$1.00$3.20203KOpen
Kimi K2.7 CodeMoonshot$0.60$3.50262KOpen
Qwen3.5 397B A17BAlibaba$0.60$3.60262KOpen
Gemini 3.6 FlashGoogle$0.75$3.751M—
Gemini 3.8 FlashGoogle$0.75$3.751M—
GLM-5.3Z.ai$1.40$4.401MOpen
GLM-5.2Z.ai$1.40$4.401MOpen
GLM-5.1Z.ai$1.40$4.40203KOpen
GPT-5.4 MiniOpenAI$0.75$4.50400K—
GPT-6.1 TerraOpenAI$1.00$5.001M—
Claude Haiku 4.5Anthropic$1.00$5.00200K—
Gemini 4 HydrogenGoogle$1.50$7.501M—
GPT-4.1OpenAI$2.00$8.001M—
Gemini 3.5 FlashGoogle$1.50$9.001M—
GPT-5OpenAI$1.25$10.00400K—
GPT-5.1OpenAI$1.25$10.00400K—
Gemini 4 CarbonGoogle$2.00$10.001M—
Gemini 4 ArgonGoogle$2.00$10.001M—
GPT-6 SolOpenAI$2.00$10.001M—
GPT-6.1 SolOpenAI$2.00$10.001M—
Kimi K3.1 ProMoonshot$2.00$10.001MOpen
Claude Sonnet 5.5Anthropic$2.00$10.001M—
Claude Sonnet 5Anthropic$2.00$10.001M—
GPT-4oOpenAI$2.50$10.00128K—
GPT-5.6 TerraOpenAI$2.00$12.001M—
GPT-5.2OpenAI$1.75$14.00400K—
Kimi K3Moonshot$3.00$15.001MOpen
Claude Sonnet 4.6Anthropic$3.00$15.001M—
Claude Sonnet 4.5Anthropic$3.00$15.00200K—
Claude Opus 5.5Anthropic$4.00$20.001M—
GPT-5.6 SolOpenAI$4.00$20.001M—
Muse WonderMeta$4.00$20.001M—
Claude Opus 5Anthropic$5.00$25.001M—
Claude Opus 4.7Anthropic$5.00$25.001M—
Claude Opus 4.8Anthropic$5.00$25.001M—
Claude Opus 4.5Anthropic$5.00$25.00200K—
Claude Opus 4.6Anthropic$5.00$25.001M—
Claude Fable 5.2Anthropic$8.00$40.001M—
Claude Mythos 5.2Anthropic$8.00$40.00——
GPT-6 AstraOpenAI$10.00$50.001M—
Claude Fable 5.1Anthropic$10.00$50.001M—
Claude Fable 5Anthropic$10.00$50.001M—
O3 ProOpenAI$20.00$80.00200K—
GPT-5 ProOpenAI$15.00$120.00400K—

How it is measured

Early detection requires a retained source artefact: an API or catalogue listing, maker code, or a direct maker statement. The clock starts when Signal Forge records that evidence, never at an earlier publication date. Posts, rumours and forecasts remain in the timeline and do not count as detection; a later release does not validate an earlier forecast. Lead time counts complete days before release. Only models detected at least one full day early enter the median. Prices and context windows use the latest source values.

Data: CC BY 4.0