The second opinion the field lacked.
Each use case is grounded in a measured capability or a property of the released method — not a vision slide. Where the grounding is pending validation, we say so.
Adjudicate a contested claim
When a biosignature paper lands on a referee's desk, Vyom returns an independent, pre-registered verdict on the same spectrum — a neutral check no single lab can provide on its own work.
Grounding · Built on the uniform pipeline + the seven Standards of Evidence; K2-18 b and TOI-270 d run with up to 4–6 independent reductions each.
Triage the archive
Rank every public target by disequilibrium and information content in one pass, so scarce follow-up time goes to the spectra that can actually move a verdict up the ladder.
Grounding · Amortized NPE retrieves any archive spectrum in seconds; the sample already spans 38 spectra across 15 planets.
Pressure-test before you publish
Run your own target through a neutral, calibrated pipeline before submission — see exactly which of the seven standards your claim passes, and which it doesn't, while there's still time to strengthen it.
Grounding · Simulation-based calibration + abiotic-null tests + nested-sampling cross-check, with a per-standard pass/partial/fail report.
A defensible public answer
When the next "signs of life" headline breaks, point to a reproducible verdict on a published ladder instead of duelling press releases — with the uncertainty stated honestly.
Grounding · Verdicts map to the Green et al. 2021 Confidence-of-Life scale, levels 1–7, with the abiotic null and calibration shown.
A teaching instrument
Let students see a real retrieval: a spectrum in, a posterior out, a verdict on the ladder — and watch how stellar contamination or a prior choice moves the answer. The method made legible.
Grounding · The public console runs the method's logic in the browser on the documented benchmark targets.
An evidence standard, licensed
Adopt Vyom's pre-registered framework as a uniform reporting standard for atmospheric-biosignature results across a programme — one ladder, one set of checks, every target.
Grounding · The standard is the Green/NASA/Meadows consensus, implemented as a reproducible, audited pipeline.
If you want a press release, look elsewhere.
Vyom will not stamp a level it can't defend. If the pipeline cannot yet clear a standard for your target — the M-dwarf contamination model, say — the verdict will say so, and the scorecard will show the fail. That refusal is the product.