Computer vision is everywhere these days – tagging photos, scanning receipts, unlocking your phone. But one of the most practical (and fun) use cases is plant identification. Snap a picture of a leaf, and boom: you know whether it’s basil, a weed, or something your cat probably shouldn’t chew on.
Of course, accuracy in the real world is a lot harder than in a training dataset. Low lighting, blurry photos, overlapping leaves – these things can throw off even the best-trained models. And even if the ML works, the app experience has to deliver. Nobody wants to fight through clunky menus or paywalls just to figure out what’s growing on their balcony.
That’s why I set out to test which of Apple’s “Our Favorites” is actually the best plant identification app in practice. The list included nine contenders: Planta, Blossom, Seek by iNaturalist, Flora, Plant Parent, Planty, PictureThis, Palmstreet, and PlantIn.
I downloaded them all, ran real-world tests, and looked at both accuracy and usability. Here’s what I found.
How App Store Picks “Favorites” Apps
Halfway through testing, I realized I didn’t even know how the App Store decides what counts as a “favorite.” I did some digging into Apple’s developer resources and found the criteria for getting featured. I guess it should be mostly the same for the “Our Favorites” list as well. So, here’s what I’ve found:
- User Experience: Your app must actually work, which means smooth navigation, helpful tools, and minimal friction.
- Design & UI: Apple loves pretty, intuitive designs. No clunky menus.
- Innovation: They spotlight apps doing something new or solving problems in creative ways.
- Uniqueness: Standing out from competitors matters.
- Accessibility: Can everyone use it?
- Localization: High-quality translations and culturally relevant content.
- App Store Page: Good previews, clear descriptions, and strong ratings.
In short, Apple highlights apps that feel polished and innovative. But the best app to identify plants from App Store’s “Favorites” doesn’t always mean their underlying ML model is accurate, or that the UX holds up in messy real-world use. That’s what my tests aimed to uncover.
Testing the Best Plant Identification Apps From the App Store
I downloaded each of the nine featured apps, tested them on my iPhone, and used them in a variety of conditions: my apartment plants, street trees, weeds in a sidewalk crack, and random finds in the local park. This way, I could see how well each app’s recognition held up.
Planta
First Impressions: Planta is a good-looking app at first glance. I liked the interface, and it clearly is designed to appeal to plant lovers. But that first impression got spoiled fast when I realized the main feature I wanted to check out (plant identification) sits behind a paywall. Without paying, you’re left with the bare minimum.
Best For: It might be a decent choice for people who want detailed care schedules and don’t mind paying for them. But as far as identification goes, there are many better options out there (even free ones).
Standout Feature: In the free version, not much stands out. Once you pay, you do get detailed care routines and reminders, but again, that’s locked away.
Verdict: In the free version, not much stands out. Once you pay, you do get detailed care routines and reminders, but again, that’s locked away.
Blossom
First Impressions: Blossom gave me a warmer first impression than Planta. The design is attractive, easy to navigate, and I liked the fact that The Spruce curates its content. It gave the app a bit of credibility. Chances are, you’ve seen one or two of their articles if you ever searched anything plant-related.
Best For: I would say it’s a better option for plant care rather than identification.
Standout Feature: To me, the app’s content stands out here. You can find a lot of useful articles, videos, and care tips all in a single app.
Verdict: The free version only allows three identifications before pushing you toward the subscription. That’s frustrating if all you want is a reliable ID app. Accuracy was also inconsistent; I had some correct results, but a few were off. Other than that, I did enjoy using the app. It could be helpful if you need help tracking your care routine.
Seek by iNaturalist
First Impressions: Seek was a refreshing change. No account needed, no forced subscriptions, and no data harvesting – everything stays private. I also liked that it’s family-friendly, designed for both adults and kids.
Best For: It identifies more than just houseplants. You can use it for wildflowers, trees, bugs, and even animals. Great pick for hikes or outdoor exploring.
Standout Feature: Unlike iNaturalist (the main app), Seek keeps your data private and doesn’t need internet access. Observations stay on your device, which is a big plus.
Verdict: I think it’s one of the best free apps out there. Seek has strong accuracy thanks to iNaturalist’s database and a rare privacy-first approach. It’s not a plant-care tool, but an excellent all-purpose identifier.
Flora
First Impressions: The onboarding experience was rough. Right after setup, I was hit with a full-screen subscription upsell I couldn’t close right away. That kind of pushiness soured the experience, even though the app’s design (and its adorable koala mascot) is nice.
Best For: It tries to cover all aspects of plant care with its product, Flora Pod, and app.
Standout Feature: The carbon offset calculator is unique. It estimates your positive environmental impact based on plants you log. They also sell the Flora Pod ($72.99), which supposedly syncs with the app to tell you what your plant needs. But details on how it works are vague.
Verdict: Creative ideas, but weighed down by aggressive monetization. The concept is promising, but to me, execution leaves room for improvement.
Plant Parent
First Impressions: Right away, this app felt approachable. Packed with care info, but the design is straightforward to follow.
Best For: As the name suggests, it’s definitely made for plant parents who need help with their greenery.
Standout Feature: I liked the care course for popular houseplants. If you’re new to houseplants, the structured lessons will explain all the basics.
Verdict: There were some mishaps with the ID, but overall it’s a pretty good app. You don’t get premium ads after every tap, and the free version doesn’t feel very limited, unlike some other apps from this list.
Planty
First Impressions: Planty feels fun the moment you open it. Bright animations and cheerful design give it personality. But the free version is minimal. You only get a handful of IDs and can set up basic watering reminders.
Best For: It’s another app that has both identification and care tools, so if you need help with your greenery, you can check this one out.
Standout Feature: The light and health-check reminders are unique. In theory, they should help you monitor your plants’ environment. In practice, I found them a bit gimmicky, especially since they are locked behind the paywall.
Verdict: Planty looks fun but lacks depth. Its watering schedules don’t adjust for seasons, plant size, or climate – things that really matter in plant care. You can set your own schedule, but for true beginners, that’s not much help. If you’re just starting out, you may want to try another app. Plus, it only has water, light, and health-check reminders (the latter two are behind a paywall).
PictureThis
First Impressions: PictureThis is one of the most aggressively advertised plant apps, so I wasn’t surprised it was featured. Right away, it feels big and ambitious, like it wants to be the encyclopedia of the plant world. But that scope makes it overwhelming. To me, there’s too much stuff the app intends to cover all at once. I mean, they have like eight different identifiers and the plant finder.
Best For: It’s excellent for both plant care and identification, since it works for plants, insects, birds, and so on.
Standout Feature: Their Tree-ting ID and 360° identification are fun. I can see these being useful for hikes.
Verdict: I think it tries too hard to be everything at once – an identifier, a care tool, a source for information, and so on. Don’t get me wrong, the ID was pretty accurate, but do you really need so much stuff crammed in one app? Moreover, they have 2 tiers of subscription. Basically, with the Plus one, you get care tools and basic plant identification. If you’re interested in all the other ID tools, you’ll need to buy the Pro plan for $29.99/year.
Palmstreet
First Impressions: This one was a surprise to see, because I won’t categorize it as a plant care or identification app. It’s a live shopping app for plants, crafts, and other stuff. It offers you a $50 coupon for signing up, and then you set up your interests, and right after that, you expect to explore the content, but nope, you’re forced to watch the live auctions right away. However, you’re basically forced to create an account to buy stuff and participate in auctions.
Best For: It’s a great app to buy new plants without leaving your house, and you can see the plant live.
Standout Feature: The concept itself is interesting – you watch live auctions and participate in bidding.
Verdict: Fun idea, but not really useful if your main goal is identification. That said, I didn’t try to buy anything myself. Also, I didn’t manage to find out if any of the sellers ship outside of the US, and I’m not even sure if there are shops outside of the US in the app. So if you live in another country, this one may not be for you.
PlantIn
First Impressions: Loved the design and overall experience. It’s really detailed when it comes to setting up your care. You can customize reminders based on your actual plant and even connect them to local weather. If it rains, the app automatically logs it as a watering and updates your schedule. It’s detailed, well-thought out and the ID accuracy was always spot on.
Best For: It’s excellent for both IDs and for plant care. Plus, you can get a treatment plan from a real botanist if your plant seems sick (but note that this feature is paid and is not included in the subscription).
Standout Feature: It has it all – guides, plant and mushroom identification, disease diagnostics, care tools, and even a community feed. I was impressed by how much this app covers without feeling overwhelming.
Verdict: I loved the experience. It really felt like you could customize everything to your liking. But the most impressive thing was the identifier's accuracy. The app also mentions if the plant is toxic or not, so no separate identifier is needed, plus this info is free. Yes, the app is freemium, so you’ll need a subscription to use all the features, but I found it well worth the price. For me, PlantIn was the standout of the entire list.
What Is the Best Plant Identifier App?
After testing all nine, three criteria emerged as critical benchmarks:
- Accuracy. Does the app reliably identify the plant? Wrong IDs are worse than none.
- Design & Usability. Is the UX smooth enough that anyone could use it, or does the app get in its own way?
- Features. Beyond IDs, does the app give you actionable tools (like care routines, toxicity flags, or reminders)?
Accuracy
Accuracy was the most critical metric. If the ML falls apart on common plants, nothing else matters. In my tests, Seek, PictureThis, and PlantIn consistently scored the highest. The others were serviceable but stumbled more often on look-alike species or poor-quality photos.
Design & Usability
Even the best-trained model isn’t helpful if the app buries results behind ads or clutter. In practice, PlantIn stood out as polished without being overwhelming. Blossom and Plant Parent also had approachable designs. On the other hand, Flora lost me immediately with aggressive subscription upsells, despite its decent UI.
Features
Not everyone needs extras, but the strongest apps layered care and context in valuable ways. PlantIn again stood out for flexible reminders, diagnosis tools, and toxicity warnings. Seek took the opposite approach: no extras, but a strong, privacy-first identifier.
Why Plantin Feels Like the Best App for Identifying Plants
As I mentioned earlier, PlantIn was the one app that consistently impressed me across all three categories. It didn’t just get the IDs right, it made the whole process of identifying and caring for plants feel easy.
Reliable Identification Accuracy
Every test I threw at it (like houseplants, weeds, a random maple leaf) came back correctly identified. Even the shaky pics were identified in seconds, impressive stuff. It also tells whether a plant is toxic to pets (or humans).
Care Features
You can log a plant’s location, note the lighting it gets, and even calculate how much water it needs if you’re not sure. Based on that input, the app suggests adjustments to your care routine, but it also lets you set your own schedules if you prefer more control.
Reminders are flexible: watering, misting, fertilizing, pruning, and repotting. You can choose exactly what you need and when you want to be notified. There’s even a light meter, pot size meter, and built-in health tools like the diagnosis scanner, AI advice, and real botanist support. Everything is easy to find and customizable, right down to notification settings.
Free vs Premium Balance
One of the trickiest parts of these apps is the paywall situation. Some apps basically lock the whole experience behind a paywall (like Planta). Others flood you with ads or constantly nudge you to subscribe. Surprisingly, PlantIn’s free version still feels usable. You can do basic identification and get a feel for the app without paying right away. Yes, premium unlocks more depth, but the basics aren’t useless.
Bottom Line – The Best Plant App From App Store’s Favorites
So, what is the best plant identifier app from Apple’s Favorites? For me, it’s PlantIn. It delivered the best balance of recognition accuracy and UX, while still being flexible enough for more advanced care tracking.
Honorable mention goes to Seek for being the best free plant app and a privacy-first option. It’s lightweight, accurate, and doesn’t nag you with paywalls.
At the end of the day, these apps aren’t just about plants. They’re live examples of how ML products succeed or fail when exposed to the chaos of real-world input. The lesson? Accuracy matters, but only when paired with usability. That’s what makes PlantIn the real standout.
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