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$ANTHROPIC · Pereyra: Opus 4.7 costs 3x more than GPT-5.5 but is only 10-20% better — an opening for open source

now playing · $ANTHROPIC

Harvey: a single query can cost $20K — the usage curve is just starting

A brutal usage inflection: simple queries cost $20, while reviews of 100K contracts reach $20K per query. Harvey is already one of the labs' largest consumers of embeddings, and d…

$HARVEYbullish· high· posgabe pereyra

Pereyra: clients will pay $10M token bills and demand billable-hour-style itemization

Harvey will see a massive wave of demand for the middle layer (benchmarking plus routing) once companies start receiving $10M+ bills for token consumption. The parallel to law's b…

$OPENAIneutral· highgabe pereyra

Pereyra: law firms can't commit to a single lab due to client conflict risk

Law firms can't depend on a single provider: if a firm uses only Anthropic, OpenAI won't trust it with sensitive data to represent OpenAI. A multi-model abstraction layer is struc…

$ANTHROPICneutral· mediumgabe pereyra

Pereyra: Opus 4.7 costs 3x more than GPT-5.5 but is only 10-20% better — an opening for open source

Opus 4.7's premium price (3x more expensive than GPT-5.5) is not justified by its marginal 10-20% performance gain. This will pressure Anthropic and create room for post-trained o…