Open research utility · v1.0

Prompt–source gap triage for AI-answer research.

Convert a frozen prompt set and human-observed source roles into a transparent editorial queue. The utility runs entirely in your browser and never treats one AI answer as a stable ranking.

Worked example: the preloaded prompts, brands, engines, and observations are synthetic. Replace them with your own dated observations before drawing conclusions.

1. Paste the observation matrix

One row per prompt. Use a semicolon between observed roles.

Supported intents: discovery, comparison, implementation, validation. Supported roles: definition, evidence, comparison, implementation, validation.

2. Review the gap queue

Priority is a transparent heuristic, not a forecast.

0valid prompts
0missing roles
0role-complete prompts
Run the synthetic example to create a prioritized queue.

Methodology

This is a planning instrument for researchers and editors. It separates the observation record from the prioritization rule so another person can reproduce—or challenge—the queue.

1 · Freeze prompts

Assign stable IDs and preserve the exact language used for each research run.

2 · Observe manually

Record only source roles actually visible in a dated answer snapshot.

3 · Identify gaps

Compare observed roles with the intent-specific responsibility set below.

4 · Validate editorially

Investigate a gap before publishing; relevance and evidence quality outrank the score.

Source roleOperational definitionExample asset class
DefinitionExplains the entity, category, or term without assuming prior knowledge.Glossary, product facts, category explainer
EvidenceSupports a factual claim with traceable data, method, or primary documentation.Dataset, methods note, benchmark
ComparisonStates the dimensions and trade-offs needed to compare approaches fairly.Decision framework, alternatives guide
ImplementationShows how a reader can perform, test, or reproduce a workflow.Tutorial, checklist, integration guide
ValidationProvides independent or falsifiable corroboration beyond a publisher's own claims.Third-party review, audit, replication