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Public story · 2026-07-02 · high
It pulls capability and cost data from multiple APIs into one searchable index, aimed at answering which model fits the job as catalogs keep growing.
Why now: The release lands as model catalogs push past a dozen entries industry-wide, a point where scanning spec sheets one by one stops being realistic.
AWS built and open-sourced a Model Profiler that pulls model metadata from multiple APIs and outside sources into one searchable interface, per its blog post.
Model catalogs are sprawling everywhere, with LongCat, Sonnet 5, and a dozen others in play. Comparing them on capability and cost by hand doesn't scale anymore. A searchable index turns 'which model for this job' into an answerable question instead of a guess.
Picking a model used to mean trying the two or three you already knew and calling it done. That stops working once a dozen or more legitimate options exist, each with its own price and quirks.
The profiler is open source, so teams running Bedrock can point it at their own model list. That beats tracking specs across a dozen browser tabs and vendor docs by hand. AWS doesn't name which outside sources feed the tool beyond 'multiple APIs,' so how current or complete the data stays is an open question.
The tool matters less than what it admits. AWS built this because comparing its own catalog by hand stopped working, and I'd bet other hosted providers ship something similar within the year. The alternative is picking models by vibes.
The release lands as model catalogs push past a dozen entries industry-wide, a point where scanning spec sheets one by one stops being realistic.
Each link below shares sources, entities, or timing with this story.
Bedrock built by AWS / Shared entities / Same source domain / What happened next
Linked by a graph relationship (Bedrock built by AWS); both cover AWS, Sonnet; reported by the same outlet (aws.amazon.com).
CloudWatch built by AWS / Shared entity: AWS / Same source domain / Shared topic / Earlier coverage
Linked by a graph relationship (CloudWatch built by AWS); both cover AWS; reported by the same outlet (aws.amazon.com).
AWS released AgentCore / Shared entity: AWS / Shared topic / What happened next
Linked by a graph relationship (AWS released AgentCore); both cover AWS; overlapping topics (bedrock, catalog, model).
OpenAI partners with AWS / Shared entity: AWS / Same source domain / Earlier coverage / Tension
Linked by a graph relationship (OpenAI partners with AWS); both cover AWS; reported by the same outlet (aws.amazon.com).
AWS partners with Anthropic / Shared entities / What happened next
Linked by a graph relationship (AWS partners with Anthropic); both cover APIs, AWS; picks up the APIs thread on 2026-08-09.
AWS released Bedrock Model Profiler / Shared entity: AWS / Same source domain / What happened next / Tension
Linked by a graph relationship (AWS released Bedrock Model Profiler); both cover AWS; reported by the same outlet (aws.amazon.com).
Bedrock built by AWS / Shared entity: AWS / Same source domain / What happened next
Linked by a graph relationship (Bedrock built by AWS); both cover AWS; reported by the same outlet (aws.amazon.com).
Linked by a graph relationship (Bedrock built by AWS); both cover AWS; reported by the same outlet (aws.amazon.com).