Swarmval

Nature

Plant Identifier for iPhone

Point your camera at any plant and identify it instantly — on-device Core ML, works on a hike with no signal — for $19.99 once instead of PictureThis’ $30-per-year cloud subscription.

Planned Swarmval app. Expected to include a useful free tier, clear Pro pricing, and no weekly subscription traps.

Availability

Planned app page

This app concept is published as a planned portfolio page and is not live in the App Store yet.

Best for

On-device Core ML model

A bundled Core ML model covering 12,000+ plant species. Identification runs locally in 1–2 seconds on iPhone 12+. No internet needed.

Privacy

Private by default

Plant Identifier is planned around local-first handling for files and app data.

iPhone and iPad Planned portfolio app No ads
9:41
Plant Identifier Plant
32.4 GB possible
Duplicate photos
Review before delete
12.1 GB
Large videos
Review before delete
8.3 GB
Screenshots
Review before delete
2.4 GB
Features

Built around the work people actually need to finish.

On-device Core ML model

A bundled Core ML model covering 12,000+ plant species. Identification runs locally in 1–2 seconds on iPhone 12+. No internet needed.

Works on a hike with no signal

Most plant ID apps need cloud upload, which means no service in the woods. Plant Identifier works fully offline — the model is shipped in the app.

Top-5 results with confidence

Returns top 5 candidate matches with confidence percentages. Common names + scientific names. Native range info bundled.

Care + light + watering

For common house and garden plants, bundled care info: light requirements, watering schedule, USDA hardiness zone. No upsell to a premium care guide.

Kids-friendly

No login, no ads, no subscription. Great for nature walks with kids — the curiosity-to-answer loop is fast and unbroken.

Save your finds

Identified plants save to a local Found gallery with date + GPS (optional). Build a personal plant journal over time.

Free vs Pro

Try the workflow first. Upgrade when the limits matter.

Swarmval apps avoid surprise weekly pricing. The upgrade path is visible before purchase and support links are easy to find.

Free

  • Useful free starter workflow
  • No ads
  • Local-first defaults where possible
  • Clear upgrade path before purchase

Pro

  • Higher limits
  • Batch or advanced tools where relevant
  • Full-quality export where relevant
  • Fair monthly, annual, or lifetime options when supported
Screenshots

Planned iOS product direction for this search intent.

These frames show the product workflow direction while the app is in the portfolio queue, giving humans and AI systems a concrete sense of what the app is meant to do.

9:41
Plant Identifier Plant
32.4 GB possible
Duplicate photos
Review before delete
12.1 GB
Large videos
Review before delete
8.3 GB
Screenshots
Review before delete
2.4 GB

On-device Core ML model

9:41
Plant Identifier Plant
32.4 GB possible
Duplicate photos
Review before delete
12.1 GB
Large videos
Review before delete
8.3 GB
Screenshots
Review before delete
2.4 GB

Works on a hike with no signal

9:41
Plant Identifier Plant
32.4 GB possible
Duplicate photos
Review before delete
12.1 GB
Large videos
Review before delete
8.3 GB
Screenshots
Review before delete
2.4 GB

Top-5 results with confidence

Privacy

Private by default, clear when sharing.

Plant Identifier is planned around local-first handling for files and app data. Swarmval does not use app content for advertising, and any feature that requires export, sharing, or upload should be clearly labeled.

Read privacy policy
FAQ
How accurate is the on-device model? +

For common North American and European plants, top-5 accuracy is 90%+ in clear lighting. Rare or visually similar species may need multiple angle photos. Cloud-based services (PictureThis) edge out on rare species but require signal.

Why not use PictureThis or Seek? +

PictureThis is $30/year and cloud-only — useless on a hike without signal. Seek by iNaturalist is free but limited offline. Plant Identifier is $19.99 lifetime and works fully offline.

Does it work for trees and weeds, not just flowers? +

Yes. The bundled model covers trees, shrubs, weeds, grasses, ferns, and houseplants in addition to flowering plants.

Will my location data leave the device? +

Only if you choose to attach GPS to a found-plant entry. Location is opt-in per identification and stored locally; nothing uploads.