What Makes Corbis Different

Most AI products are optimized for general conversation. Corbis is optimized for research that needs sources, structure, and repeatability.

That does not mean Corbis replaces general-purpose AI. It means Corbis is built for the cases where unsupported answers are not good enough.

1. Research Starts With Sources

Corbis is designed to ground research in external evidence instead of treating every answer as a pure language-generation task.

Depending on the request, that can include:

• academic papers (hybrid search and paper-detail tools)
• FRED economic series and related national macro context
• market intelligence curated in the product (metro-scale metrics and time-series drawn from official and other vetted sources—not a guarantee that every federal statistic is available live or comprehensively)
• web search and page reading when your plan and policy allow it

When the model uses those tools, responses usually carry something you can verify: citations, URLs, DOIs, structured tool output, or diagnostics in the thread. Answers that are only free-form text, with no tool trace, do not come with the same audit trail.

2. The Product Has Domain-Specific Tools

Corbis is not only a chat box.

It includes tools and workflows that are useful for finance, real estate, economics, and academic research, including:

• paper search, paper details, and literature search (a fixed staged pipeline: parallel paper retrieval plus citation-network stages—broader than a single-query paper search, and not the same thing as generic open-web search)
• dataset discovery and FRED batch lookup
• market data: screening, comparison, trends, and definitions over the product’s metro-level corpus
• structured workflows (see below) for repeatable multi-step outputs
• document artifacts: create, update, and retrieve long-form deliverables in the thread
• spreadsheet generation for financial-style modeling when the request clearly matches that intent (not offered on every turn)
• citations: format in common styles, verify BibTeX against the academic index; related export paths exist on some surfaces (for example MCP)
• delegated deep work: sub-agent tools that run focused tool loops for larger tasks

Linking an academic profile to OpenAlex is also supported for users who want verified author identity in research flows.

Together, that makes it easier to move from a question to a usable piece of work.

3. Workflows Hold the Process Steady

General chat is useful when you want flexibility.

Corbis also supports workflows for cases where the process itself matters:

• Paper Review
• IC Memo
• Market Outlook
• LOI Builder

These are useful when you want a more repeatable path from intake to output.

4. Projects Keep Research Organized

Projects give you a stable workspace around the research:

• related chats
• shared custom instructions
• shared files
• saved papers

This is important for work that lasts longer than one session or involves a real deliverable.

5. Billing and Access Can Match How Teams Actually Work

Corbis supports both personal plans and organization access.

That matters when:

• an individual researcher is paying directly
• a team admin is buying seats for an organization
• a user moves from a personal plan into an organization membership

See Organization Memberships for the exact behavior.

6. Corbis Can Travel With You Through MCP

If you prefer to work in another AI client or editor, Corbis exposes many of its research, data, market, and citation tools through MCP—not a one-to-one copy of every in-chat tool (for example, some artifact and spreadsheet paths are centered in the app). OAuth scopes and plan tier also affect which tools you can discover and run.

That means your research stack does not have to live in one interface.

See Understanding MCP Tools.

Who Corbis Fits Best

Corbis is a good fit if you care about:

• tool-backed citations and traceable sources when you need them
• economic or market data grounded in curated product datasets
• structured research outputs and workflows
• project-based research organization
• organization billing and seat-based team access

If you only need a fast general chat for casual questions, a general-purpose AI tool may be enough. If you need evidence-backed work, Corbis is built for that job.