App review · Ranked #13 of 14
Foodvisor review: is it worth it in 2026?
A photo-recognition tracker that pairs image logging with light nutrition coaching.
What is Foodvisor?
Photo recognition with a coaching layer. A photo-recognition tracker that pairs image logging with light nutrition coaching.
How Foodvisor scored in our benchmark
We scored Foodvisor across all 11 dimensions of the 2026 AI Calorie Tracker Index. Its overall score of 76.6/100 places it #13 of 14 apps tested. The full breakdown is below.
| Benchmark dimension | Weight | Score | Visual |
|---|---|---|---|
| Calorie & portion accuracy How close estimates land to weighed reference values | 16% | 78/100 | |
| Food database quality Coverage, verification, and freshness of the food database | 12% | 77/100 | |
| Barcode scanning data Barcode hit rate and packaged-food accuracy | 7% | 79/100 | |
| Ease of use How fast and frictionless everyday logging is | 12% | 85/100 | |
| Nutritional guidance Quality of advice on what to eat and why | 9% | 74/100 | |
| Meal feedback Per-meal insight after you log | 8% | 75/100 | |
| Meal planning Help building meals and days that fit your targets | 7% | 69/100 | |
| Macro tracking Granularity and flexibility of macro and micronutrient tracking | 10% | 76/100 | |
| Accountability support How well the app keeps you consistent | 7% | 74/100 | |
| Data visualization Clarity of trends, dashboards, and reports | 6% | 77/100 | |
| Customer support Responsiveness and quality of human support | 6% | 71/100 |
How Foodvisor performed in our testing
Key measured results from the 2026 benchmark, shown next to our top-ranked app for context. Foodvisor logged a meal in about 5 seconds on average, with an overall error of ±7.2% (±12.6% on mixed and restaurant dishes) and a barcode hit rate of 84%.
| App | Overall MAPE | MAPE, mixed dishes | Avg. log time | Barcode hit rate | 90-day retention |
|---|---|---|---|---|---|
| | ±7.2% | ±12.6% | 5s | 84% | 50% |
| | ±2.8% | ±5.1% | 2.6s | 96% | 79% |
What Foodvisor does well
- Strong photo recognition for a mid-tier app
- Light coaching and goal feedback
- Clean interface
Where Foodvisor falls short
- Database coverage is uneven outside Western foods
- Coaching is shallow compared with the leaders
- Portion estimates vary on complex plates
Our verdict on Foodvisor
Foodvisor is a capable photo-first option with a coaching layer, but it does not match the accuracy or guidance depth of the top apps.
Looking for our top pick? Welling AI ranked #1 in the 2026 Index, scoring 97.1/100 for its chat-and-photo logging and built-in coaching. Read the Welling AI review →