Nommie vs Lose It!
Lose It! introduced photo-based logging years ago with Snap It. Nommie rebuilt the entire workflow on modern AI vision models. Here's how the two compare today.
Lose It! was early to the idea that a calorie tracker should use your camera. Their Snap It feature pioneered photo-based logging, but the underlying technology dates back to the pre-GPT-4 era. Nommie was built after vision models got dramatically better — and it shows up everywhere from portion estimation to mixed-dish recognition.
What makes Nommie different
Modern vision model
Nommie's recognition is built on 2025-era vision models — significantly better at identifying mixed plates and estimating portion size than earlier generations.
Photo logging on free tier
Lose It paywalls Snap It on Premium. Nommie includes photo logging in the free tier.
Restaurant meal handling
Both apps handle basic photos. Nommie was specifically trained on restaurant-scale mixed dishes — plates with multiple components, sauces, and non-standard portions.
Macro tracking included
Nommie tracks macros on the free tier. Lose It requires Premium for macro targets and detailed breakdowns.
Lose It! deserves credit for being early to photo-based calorie tracking. But the gap between a 2020-era recognition model and a 2025-era vision model is enormous. Food photos contain a lot of visual information — texture, reflectance, context, relative size — and modern models extract dramatically more from each frame.
There's also a product-design question: should photo logging be a free-tier feature or a premium feature? Lose It paywalls it. We think photo logging is the product, not the upsell — paywalling the core workflow pushes people back to manual entry, which is the thing we're trying to replace in the first place.
If you already have years of data in Lose It and a routine that works, switching may not be worth the disruption. If you're starting fresh, or if you bounced off Lose It because Snap It felt unreliable, Nommie is the cleaner workflow with a meaningfully newer model underneath.
Nommie vs Lose It!
| Feature | Nommie | Lose It! |
|---|---|---|
| Photo logging | Free, 2025 vision model | Premium-only (Snap It) |
| Macros on free tier | Yes | Limited |
| Custom macro targets | Free | Premium |
| Works on mixed plates | Strong | Limited |
| Meal prep batch logging | Yes | No |
| Best for | Modern AI-first workflow | Existing Lose It community |
Frequently asked questions
How is Nommie's photo recognition better than Snap It?+
Both use machine learning to identify food from photos, but they're built on different generations of vision models. Nommie uses 2025 foundation models, which are significantly better at mixed dishes, portion estimation, and uncommon foods than the earlier models Snap It was built on.
Can I export from Lose It to Nommie?+
Lose It supports CSV export on Premium. Nommie doesn't import CSV today but it's on the roadmap.
Is Lose It better for barcode scanning?+
Both apps support barcodes, but Nommie's primary workflow is photo-based. If most of your food is barcoded packaged goods, either will work.
Does Nommie have a challenge or community feature?+
Not today. Nommie focuses on the logging workflow itself rather than gamification or social features.
Try Nommie for free
Snap a photo, get instant nutrition — no manual logging.