TensorPix vs Linum
A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.
TensorPix compared with Linum
| Detail | 
TensorPix | 
Linum |
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| What it does | Turn property photos into scroll stopping videos in 10 minutes
| Generative video models for animation
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| Stage | Established
| Not given
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| Founded | 2020
| Not given
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| Based in | HR
| US
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| Pricing model | Freemium
| Not given
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| Pricing | Free plan with credits for 3 videos. Subscription plans: Standard $5.5/month (billed annually), Premium $12.42/month (billed annually), Elite $30.25/month (billed annually). Pay-as-you-go: $3/credit (Free plan), $1.50/credit (Standard), $1.20/credit (Premium), $0.80/credit (Elite). Video cost ranges
| Not given
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| Key features | - Create videos from property photos in 5-10 minutes
- Upload and customize property details including price, room layout, and amenities
- Add voiceover and music to videos
- Virtual staging with day-to-night transitions and timelapses
- Logo and branding customization with intro and outro templates
- Multi-platform export for Instagram, Reels, TikTok, MLS, YouTube
- Video editing and review before export
- API for automating video creation at scale
- Support for 6-40 photos per video depending on plan
- Video enhancement with AI filters up to 4K resolution
| - Pyramid-JiT (P-JiT) architecture with 32×32 token reduction
- 4× more aggressive token reduction than Linum v2
- Converges in 11× fewer samples than Linum v2
- 2B-parameter model with frozen Qwen text encoder
- Pixel-space diffusion with multi-resolution readouts
- PixelREPA alignment with DINOv3-L
- Curriculum learning over noise schedule
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| What makes it different | - Create professional real estate videos without video editing knowledge or software experience
- Specialized workflows for property marketing designed for realtors and photographers
- Virtual staging and visual effects without needing to write prompts
- Scale video content for entire real estate teams without expanding staff
- Trusted by more than 3 million users with 4.5/5 rating
| - Low-cost training: full 2B model trained for just $21K in compute
- Controls baked into model training rather than post-hoc fine-tuning
- Pixel-space compression without separate VAE bottleneck
- Apache 2.0 open release with full model weights and code
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| Free plan | Not given
| Not given
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| Open source | Not given
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| Platforms | Not given
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| Public API | Not given
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 49 ▲ +2 (up) since last check | 44 ▲ +1 (up) since last check |
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| Trust Flow (Majestic) | 12 | 5 |
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| Citation Flow (Majestic) | 37 | 32 |
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| Referring domains (Majestic) | 622 | 397 |
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4 details filled in for both companies.
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