This assessment estimates the true median number of days between internal production use and general availability for the most recent flagship systems as of August 2026: Anthropic's Claude Opus 5, OpenAI's GPT-5.6 Sol, and Google DeepMind's Gemini 3.7 Flash. Because developers rarely publish the start dates of internal dogfooding, this is a latent-truth estimation. Anthropic's Claude Mythos Preview documents an internal-to-public gap of approximately 106 days 3 sources. However, t
Set against related questions on future regulatory delays, this estimate was slightly adjusted upward to better align the 2026 baseline with the broader trend of widening testing windows.
The target is the latent true median gap from the first internal production use by employees to general availability for flagship models from Anthropic, OpenAI, and Google in 2027–2028. The most robust historical anchor is Anthropic's Mythos sequence, which established a gap of roughly 106 days 44 sources. We estimate the 2026 median for this gap at around 68 days . However, accelerating competitive cadence and shrinking training-to-
Set against related questions, this was raised slightly to reflect a cohesive view that incoming regulatory and audit requirements will structurally lengthen pre-release testing.
Evaluating competitor capability matching lags relies on balancing algorithmic diffusion against structural moats. On the Epoch Capabilities Index, models have frequently taken the lead since GPT-4 epoch.ai, and recent measurements show the gap from the closed frontier to the best open-weights models flat-to-slightly-widening at around 3 to 4 months epoch.ai. We project that the major closed labs will face an 85-day internal-to-public deployment gap by 2027–2028 [fc:b106a419-8438
Assessed against the broader timeline of internal deployment delays and competitor capability matching, the distribution remains largely consistent, anticipating moderate structural lags before followers catch up.
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