6-channel recorderSynthetic traces, not measured dataAcquiring
ThermalSpectralDiffractionHover a channel to inspect
Fig. 0Six techniques, one project, one time axis for every decision.
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Pro free until Oct 31, no credit card required
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Reference libraries
Open, free on every plan
Exports
CSV, XLSX, PNG, DOCX, PDF
The data rarely breaks. The record around it does.
A trace leaves the instrument clean. Then it passes through a spreadsheet for the baseline, a plotting tool for the figure and a document for the report. Each hand-off drops something.
AxisBench keeps those steps inside one project, so every number can be traced back to its source file and the choices made on the way.
Fig. 1Above, the usual hand-off chain. Below, one connected project.
Six stages. One connected record.
Scroll through the stages. Each figure is what the stage keeps with your result.
01
Import and review
See what was detected before anything is computed.
Drop CSV, TXT, TSV, Excel, JCAMP-DX or XY exports. Columns are mapped to the technique's axes and quality warnings surface at import, not after the figure is made.
02
Processing decisions
Every transform is a named, parameterised choice.
Savitzky-Golay smoothing, derivatives, normalisation and linear, rubberband, spline or ALS baselines. Parameters are saved with the output and reusable as presets across a batch.
03
Analysis
Technique-specific results, not generic curve fitting.
Onset and endset tangents, peak temperature, FWHM and integrated area. TGA mass-loss steps with DTG, peak deconvolution, and Kissinger, Ozawa-Flynn-Wall and Friedman kinetics.
04
Comparison
Overlay runs from the same project on shared axes.
Batches, heating rates or suppliers side by side. Each curve keeps its link to the file and processing that produced it, so a difference in the plot can be traced.
05
Scientific context
Library matches and literature, next to the data.
Reference candidates come from open libraries such as Open Specy and COD. Relevant papers are retrieved from OpenAlex and attached to the peaks they support. Interpretation stays yours.
06
Export
Report-ready outputs and a project you can reopen.
Data as CSV or XLSX, figures as PNG, reports as DOCX or PDF. The whole workspace downloads as a zip you own and can open again later.
Fig. 2.1
Modality-aware, not one size fits all.
Thermal, spectral and diffraction data ask different questions. Each technique gets its own axes, workflow and result tables.
No sentence without a source.
Report text is assembled from your computed results and papers we actually retrieved. Hover a claim to see what stands behind it.
Results and discussionsample_PET_03
The FTIR spectrum shows a strong carbonyl band at
1713 cm-1[1]
with aromatic ring modes near
1505 and 1408 cm-1.
The spectrum matches
poly(ethylene terephthalate)
in the reference library. DSC shows a melting endotherm with a peak at
252.4 °C,
consistent with semicrystalline PET[2].
Fig. 4Illustrative excerpt. Every highlighted claim resolves to a value, a record or a paper.
What a project remembers.
Reproducibility is not a badge. It is the specific set of things stored beside every result.
Presets and batch runs
Save a configuration per technique and apply it across many files. The parameters are in the output.
Validation and provenance
Issues, warnings, review flags and calibration state travel with each number.
Private by default
Projects belong to your account. Share them with your lab only when you choose, and export the workspace as a zip anytime.
Provenance results.json / result_0007Illustrative
Every field is written when the result is saved.
Built on open data. Free on every plan.
Reference spectra, crystal structures and literature come from open scientific projects. They are identical on Free, Pro, Lab and Enterprise. We never sell or gate the data; plans pay for the software around it.
SourceUsed forWhat it providesTermsCost
Open SpecyFTIRRamanCommunity spectral library from the Moore Institute for Plastic Pollution ResearchPer-record attribution keptFree
RODRaman Open DatabaseRamanMineral Raman spectra as JCAMP-DX recordsCC0Free
CODCrystallography Open DatabaseXRDCrystal structures used to compute reference powder patternsCC0Free
Materials ProjectXRDComputed crystal structures for reference patternsMaterials Project terms of useFree
OpenAlexLiteratureOpen scholarly index behind the citations in your reportsCC0 metadataFree
Each source keeps its own license. Attribution travels with every matched record and every exported report.
Priced for research budgets.
Analysis and reference libraries are included on every plan. You pay for depth: reports, literature, projects and teams.
Launch offer: Pro is free for everyone until the end of October. No credit card required.
Reference libraries are free on every plan, including Free. During the launch month, AI features are not yet enabled.
Questions, answered.
What happens when my trial ends?
Your account moves to Free automatically. There is nothing to cancel and no card on file. Your active project stays, and new analyses count toward the Free monthly allowance. Exported workspaces can always be opened again.
Where is my data kept?
Projects are saved privately to your account so you can pick up where you left off. No one else can open them unless you move them into your lab's shared workspace. You can export any workspace as a zip at any time.
Where do the reference libraries come from?
From open projects: Open Specy and ROD for spectra, COD and Materials Project for crystal structures, and OpenAlex for literature. They are free and identical on every plan, each record keeps its attribution, and we never charge for the data itself.
Does AI write my reports?
On paid plans, LLM-assisted reporting drafts text from your computed results and from papers we retrieved. It never states anything without a peak, a value or a reference behind it, and every source is visible in the export. The Free plan builds reports without AI.
Your next report, with receipts.
Pro is free until October 31, no credit card required. Sign in with Google and bring your own data.