Every organization asks for something different.
The platform is the same.
Financial services ask first about air-gapped networks and audits; the public sector about budget limits and permissions; manufacturing and large enterprises about analyzing internal databases and running multiple organizations;
development teams about controlling coding agents.
Cloosphere answers all of it from the same product, configured differently.
How different organization types use it
Financial services
What they ask first Does data ever leave, and can you prove who did what?
- Air-gapped or on-premises deployment, internally hosted models or approved private endpoints
- Audit logs (before/after values, IP), guardrail logs, traces
- Detects and blocks/masks 6 Korea-specific PII types, including resident registration and bank account numbers
- Only approved models are exposed, write actions require prior approval
- Secrets envelope-encrypted (KMS)
Public sector
What they ask first Can you keep every department under its budget, and grant permissions that match the org chart?
- Organization → Department → Group — 3-tier permissions
- Daily per-model token limits, with exceptions by user, group, or organization
- Usage and cost-estimation dashboard
- 6 kinds of workspace activity history
- On-premises deployment
Manufacturing · large enterprise
What they ask first Can business teams query internal databases directly, and can multiple divisions or subsidiaries share one platform?
- Data analysis: natural language → SQL (8 databases including Oracle, SQL Server, BigQuery, Snowflake)
- Internal definitions captured in the glossary and question–SQL examples
- Runs multiple organizations, with Entra ID · Google Workspace org-chart sync
- White-labeled internal service, a Teams bot, and an embed widget for the internal portal
- PPT, Word, and Excel report generation with your company templates
Development organizations
What they ask first Can you control the coding agents developers use, without blocking them?
- Unifies calls from Claude Code · Codex · Gemini CLI · Cursor through Code Gateway
- Guardrails on input and tool results, with a reason and request ID when something is blocked
- Call logs and usage aggregation
- Control over which MCP/OpenAPI tools are exposed, with write-tool approval
Live and pilot projects
across industries
Shipping, manufacturing, gaming, and real-estate companies are running or piloting Cloosphere in real work.
Each industry holds different data and asks different questions, so the work differs too: unstructured document search, internal database queries, and coding-environment control.
A knowledge base that answers from in-house unstructured documents
- Contracts, voyage records, and policies loaded into the knowledge base
- Hybrid keyword + vector search with reranking, citing the source passage
- Google Workspace integration — Gmail (read and send), Drive document search, Calendar lookups
Validating a sales agent that analyzes online sales data in natural language
- Natural language → SQL over a BigQuery order data mart
- Answers generated by Claude via Vertex AI Model Garden
- Registered 200+ question–SQL examples
- Internal glossary applied
- Live answer-quality evaluation
Validating direct Q&A over project and procurement status from an internal operational DB
- Schema extraction from a SQL Server operational DB view · natural language → SQL
- Pulls the needed detail out of DWG · DXF drawings and cites it in the answer
- A supervisor configuration coordinating multiple agents
- Google account login, dedicated test environment
Validating natural-language reporting over quality and inventory data
- Natural language → SQL across Oracle (quality) and SQL Server (inventory)
- MCP tool development
- Configured in the customer environment
Validating Code Gateway to control an internal AI coding environment
- Deployed to the customer's Azure tenant (Entra ID · Azure OpenAI)
- Developer pilot onboarding
Validating plain-language Q&A over operational data for managed assets and facilities
- Natural language → SQL over the MariaDB asset and facility operations database
- Status and history answers shown as tables and charts
- MCP tool development
- Configured in the customer environment
Company names and logos are shown only with the customer's written consent. Organizations evaluating Cloosphere can confirm the same scope as these cases directly in a demo.
All logos and names are trademarks of their respective owners. They indicate supported integrations and do not imply any partnership or endorsement. Full trademark and license notices
We prepare the demo on the same terms as your organization
We set up a demo environment based on your deployment method, integration scope, and governance requirements.