See your research field the way an expert does — in minutes.

Upload 3 recent papers from your area. Papira maps the landscape across them: what problems exist, what approaches compete, where the gaps are, and where you can contribute.

First analysis $3.99 · No subscription · Results in minutes

For researchers about to start a new paper, asking: Where exactly is there room to contribute?

Not a summarizer. Not a citation tool. A research positioning tool.

How the Coverage Map works

Watch your field assemble itself.

Papira reads your papers and builds the map in five passes. Hover or scroll through each step — or let it play.

Step 1 · Read papers

Drop in up to 3 PDFs.

Papira parses each paper end-to-end — abstract, methods, experiments, results — and structures every claim into a queryable form. No skimming, no missed sections. Deep understanding, not a surface skim.

3papers analyzed

~3 mindeep read · each paper

Step 2 · Extract problems

Each row = a real research problem.

Papira reads what each paper is actually trying to solve and clusters them into rows. These are the open problems your field is working on — not topic labels.

How the problem behaves under realistic workloads
Whether results hold beyond narrow benchmark settings
Where evaluation is still thin or inconsistent

Step 3 · Find competencies

Each column = how progress is measured.

Columns are competencies — the dimensions papers are judged on. Underneath, Papira lists the benchmarks that test each competency so you can compare apples to apples.

Quality / correctness Robustness / coverage Efficiency / scale

Step 4 · Plot approaches

Each cell = the evidence.

Where a row meets a column, Papira lists every approach that has tackled that combination. Baselines, proposed methods, and the actual scores from each paper — directly extracted, not guessed.

Baseline Proposed

Step 5 · Reveal the gaps

Empty cells are your opportunity.

Where rows meet columns and nothing is there, Papira marks a research gap. These are the openings — places where no paper has tried yet, or where the best score is still weak.

Paper 1 · Methods & experiments

Paper 2 · Model / architecture

Paper 3 · Evaluation & analysis

Pricing

Simple, honest, no subscription.

Try first

First analysis

$3.99

One-time welcome price · same full feature set

Limited launch offer

Standard analysis

$19.99 $9.99

Pay per analysis · no commitment

Up to 3 papers · 20 pages each · See your results for 7 days — nothing is erased during that time.

Know where you can contribute — before you draft.

Upload your papers and see the research landscape in minutes.

First analysis $3.99 · No subscription