Academic Commercialization Agent

Turn a paper or research topic into a source-linked commercialization assessment draft, with an auditable scorecard and risk notes for research triage.

Open the application · Read a public report · Run locally · 中文

Demo access: an operator-issued access code or BYOK (a supported LLM API key plus a Serper search key). New analyses and PDF extraction incur provider usage. The public report below can be read without keys or a new analysis.

Real UI archived on 2026-08-11 at a343a95, not a current-release capture.

Public sample: Solid-state batteries for electric vehicles — frozen 2026-07-19 version, 9673a83. The screenshot and sample are different historical runs; neither represents current model accuracy or an up-to-date market assessment.

Documentation · Case study

Built with Python, CrewAI, FastAPI and a build-free JavaScript client. The production system deliberately limits autonomy: retrieval is deterministic, and six LLM stages reason over validated evidence. Supplementary Tool Calling is experimental and remains disconnected from production.

What you can do

Market scorecards disclose unverified estimate comparability. This makes the historical cap's limitation visible; it does not fix or validate the underlying market-scoring policy. New validated results also show pre/post cap scores and the actual deduction; historical missing receipts cannot be reconstructed. The 20-source inspection still establishes no fully comparable real pair; the scoring policy is not yet validated.

• Submit a research topic or attach a paper PDF; choose report language and scoring profile.
• Optionally provide Decision Context: the system distinguishes exploratory orientation from an actor-specific decision and identifies whether a threshold is owner-approved.
• Follow progress, inspect citations and reliability warnings, export Markdown or PDF, and share a run link.
• In Sources, locate a saved source by exact ID or literal keyword and expand its saved text without a model call. Saved text is not paper full text or verified claim support; see the operating guide.
• Recover an interrupted run as an immutable child using its longest validated checkpoint prefix and fresh credentials.
• Use an operator-issued access code or supported bring-your-own-key (BYOK) credentials on a gated deployment.

A report supports research triage; it is not technical, legal, regulatory, investment or freedom-to-operate due diligence. Valid citation IDs do not establish that a source entails a claim.

Architecture

Topic / PDF + optional Decision Context
                   │
Deterministic retrieval → validation → frozen source registry
                   │
         ┌─────────┼─────────┐
     Academic    Patent    Market
         └─────────┼─────────┘
                 Writer
                   │
                 Reviewer
                   │
                  Scorer → deterministic weighted total
                   │
        Shared run artifacts + terminal truth
                   │
       FastAPI / browser / CLI / recovery