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Move from raw lists to an ordered backlog fast.

Batch Formula Screener

When a team receives hundreds of compositions from an LLM, paper scrape, or brainstorming session, the screener turns that raw list into a ranked queue with stability and relevance context immediately.

Key outcomes

500
formulas per batch
~10s
screening turnaround
Single pass
for shortlist generation

What goes in

Inputs this feature expects

  • Bulk formula lists from ideation, literature mining, or exports
  • Optional domain filters such as battery, catalyst, or dielectric focus
  • Priority rules for risk, stability, or qualification effort

What comes out

Outputs your team can act on

  • A triaged batch ordered by likely relevance
  • Fast elimination of low-signal or duplicate candidates
  • A shortlist ready for deeper analysis in Lattice Graph

Workflow

How teams use Batch Formula Screener

01

Paste or upload the batch

Large candidate lists can come straight from spreadsheets or external generation tools.

02

Run bulk scoring

The screener normalizes the list, removes noise, and ranks the survivors by value.

03

Split into work queues

High-priority compositions go forward while low-priority ones are archived or deferred.

Best fit

Where this feature adds the most leverage

  • Discovery teams processing large idea dumps
  • Screening AI-generated candidate libraries
  • Program managers building next-step work queues

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