◆ Gentoo Logic · Modeling Warehouse

Architecture comparison

Atlassian vs HashiCorp

Atlassian runs closer to the foundational model (Cloud-hosted (Bedrock/Vertex/Azure)) than HashiCorp (Off the LLM map (in-house non-LLM ML)). No shared foundational model — different bets.

Atlassian

DevTools

Proximity
Cloud-hosted (Bedrock/Vertex/Azure)
Models
OpenAI · GPT
Cloud · datastore
AWSPostgreSQLDynamoDBKafka
Compliance
SOC 2ISO 27001FedRAMP (Moderate)
Architecture

Jira/Confluence migrated to an AWS-native multi-tenant platform (Micros) on PostgreSQL + DynamoDB. Atlassian Intelligence wraps OpenAI behind a tenancy/governance layer.

HashiCorp

DevTools

Proximity
Off the LLM map (in-house non-LLM ML)
Models
—
Cloud · datastore
AWSPostgreSQL
Compliance
SOC 2ISO 27001FedRAMP
Architecture

Now part of IBM; HashiCorp Cloud Platform (HCP) for Terraform/Vault/Consul runs on AWS. Core tools are widely-adopted open-source (BSL-licensed) infra-as-code and secrets management.

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