PERSON DIRECTORY
Max Kan
Max Kan appears in 4 indexed conversations across SemiAnalysis. This directory brings every appearance, source, TL;DR, digest, and transcript into one searchable feed.
Ep. 036 - $200 Buys $12,000 of Opus Tokens, We Bought Every Plan (Tokenomics)
Max KanJordan NanosAndrew Megalaa
Anthropic’s $200 subscription delivered roughly $12,000 of API-equivalent usage in testing, but workload mix—not headline token counts—determines its economics.At roughly 96% cached reads priced at 0.1x or less of fresh input, model ownership may support 40–70% subscription gross margins, while OpenAI’s 50% limit cut and migration to open models remain risks.
Ep. 020 - Anthropic vs OpenAI Usage, Margins, Meta Compute, Future of MSL (Tokenomics)
CrystalMax KanJoey BrookhartJordan Nanos
Anthropic’s enterprise/API mix is producing operating leverage: over 80% of ARR is API-based, Q2 operating profit was positive, and Q3 could exceed $1 billion.OpenAI’s free-user base weighs on margins, but 5.5 and 5.6 have reportedly restored a two-horse race, while subsidized coding plans and RL environments leave unit economics and capability scaling unresolved.
GPT 5.5 vs Claude 4.7: OpenAI's Comeback From the Brink
Jordan NanosDylan PatelDoug O'LaughlinMax Kan
GPT-5.5 brings OpenAI back into the frontier conversation after Anthropic surpassed it on a like-for-like revenue basis, but Claude 4.7’s quality advantage over 4.6 remains unproven despite a 6x fast-mode premium.Token costs are beginning to pressure heavy users as new tasks drive Jevons-style consumption, while China’s compute constraints widen the open-source gap and revive the CLI-versus-app battle over agent orchestration.