Annotate & train
A dedicated model is built around the species, image characteristics and targeted stomatal pattern.
< 48 hoursSTOM is the AI analysis engine behind MIAtecs. Upload your STOMmini captures and get structured, quality-controlled measurements — density, size, aperture, spatial distribution — enriched with climate context, ready to export into your breeding pipeline.
STOM supports model development, project deployment, dataset validation and the final delivery of usable results.
A dedicated model is built around the species, image characteristics and targeted stomatal pattern.
< 48 hoursDetection quality and trait consistency are reviewed against the intended scientific use.
Ready-to-scale milestoneStructure experiments, plants, genotypes, treatments, dates and metadata.
Combine acquisition guidance with automated and dataset-level validation.
Run species-specific detection, measurement and spatial analysis.
Compare groups and deliver documented, plot-keyed trait tables.
For selected projects, combine QC, trait distributions, rankings and interpretation in a complete report.
Species-specific AI models locate each stoma and return density per mm², guard-cell length and width, aperture, and orientation — with per-image quality control so you can trust the numbers before they reach your selection index.

Before AI trait extraction, the acquisition dataset is reviewed through a dedicated Quality Check protocol. Each image receives a clear status, helping operators identify what is usable and what should be reacquired.
Blur rule: Blurred stomata are automatically excluded from trait extraction. If blur affects more than 30% of an image, the entire image is rejected and must be recaptured.
STOM pulls VPD, growing-degree-days and rainfall for each acquisition site and date, so you can read stomatal traits against real environmental pressure — the foundation of climate-adaptive selection.


Export clean, documented trait tables (CSV / Excel) keyed to your plot and genotype IDs — no manual re-keying, no black box. Your data stays yours, ready for the selection tools you already use.
Open STOM Mobile and access your projects, experiments and key indicators directly from the field.




Already have stomatal images? STOM analyzes them regardless of source — no need for the STOMmini kit to get usable data.
See how STOM turns a raw apricot leaf image into reviewable detections and structured measurements.
RAW IMAGE
| Species | Stomatal density + size | Stomatal clustering | Stomata open/close dynamics | Trichome density + clustering | Leaf venation pattern | Areole size |
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Most engagements start with a paid Phase 1 proof-of-concept on your material.
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