calog.cc vs Atlas.new
Side-by-side comparison of features, pros & cons, pricing, and community votes (2026).
🏆 Atlas.new leads with 536 upvotes

Chat-based calorie tracker that actually knows desi food
Calog.cc is an innovative chat-based calorie tracker specially designed for those who enjoy desi cuisine. Unlike traditional calorie apps that struggle with authentic South Asian dishes, Calog.cc offers a seamless experience by allowing users to type what they ate or simply snap a photo, with AI instantly estimating calories, proteins, and macros. It is pre-loaded with Pakistani food, making it especially valuable for users seeking accurate tracking of dishes like roti, qeema, and chai, which are often misrepresented in other apps. The platform eliminates the hassle of browsing extensive food databases or filling out tedious forms, providing a smooth, conversational interface accessible on mobile devices. Additionally, it tracks workouts and offers a weekly fat loss chart, helping users stay motivated and consistent in their health journey. Completely free and without the need for credit card details, Calog.cc is perfect for anyone looking for a culturally aware, easy-to-use calorie tracking solution.
Pros
- Accurate desi food recognition and tracking
- Voice and photo input for convenience
- No food database browsing or manual entries
- Includes workout tracking and progress visualization
- Free to use without registration or credit card
Cons
- Limited to primarily Pakistani cuisine, may lack broader international food options
- AI-based estimates may have occasional inaccuracies
- New tool with no user reviews or feedback yet
Best for
- • Tracking daily calorie intake for desi meals
- • Monitoring macro and protein intake for fitness goals
- • Recording homemade or restaurant Pakistani dishes
- • Maintaining a weekly fat loss or muscle gain chart
Pricing: Free to use with no paid plans or premium features announced; operates on a freemium model typical for health apps, but currently offers full features at no cost.

The AI agent for maps and spatial data
Atlas.new is an innovative SaaS platform designed to simplify the creation, analysis, and deployment of maps and spatial data. Leveraging AI technology, it enables users—regardless of GIS expertise—to build detailed maps, perform complex spatial analysis, and develop custom spatial applications with ease. Its user-friendly interface and AI-driven automation make spatial data accessible to a broad audience, from data scientists to product managers. By removing traditional barriers associated with GIS software, Atlas.new empowers teams to harness geographic insights quickly and efficiently, making it a valuable tool for businesses and developers seeking to integrate spatial intelligence into their workflows. Its community-driven approach, demonstrated by strong ProductHunt votes, underscores its growing popularity and effectiveness in democratizing geospatial data handling.
Pros
- No specialized GIS skills required, making it accessible to a broad user base
- AI-powered automation simplifies complex spatial analysis
- Intuitive interface facilitates quick map creation and customization
- Supports building and deploying spatial apps seamlessly
- Strong community support with notable user engagement
Cons
- May have limitations for highly advanced GIS professionals seeking in-depth tools
- Pricing details are not explicitly clear, which could affect budget planning
- Dependent on cloud infrastructure, potentially raising data privacy concerns for sensitive projects
Best for
- • Creating interactive maps for marketing and customer engagement
- • Performing spatial analysis for urban planning and development
- • Building location-based services and features into apps
- • Visualizing demographic or environmental data for research
Pricing: Likely follows a freemium model with free access to basic features and paid plans offering advanced capabilities, larger data limits, or enterprise options. Exact pricing details are not specified but are expected to start around a moderate monthly fee.