# Polymath vs VEED.IO

Polymath records 0 monthly visits with — month-over-month growth and Free pricing. VEED.IO records 8,011,728 monthly visits with +1.8% growth and Freemium, Free Trial, Paid, Contact for Pricing pricing.

| Metric | [Polymath](https://openaitools.app/tool/polymath) | [VEED.IO](https://openaitools.app/tool/veed-io) |
| :--- | :--- | :--- |
| Website URL | https://github.com/samim23/polymath | https://veed.io |
| Categories | AI Stems Splitter, AI Midi Generator, AI Song Remixer, Open Source AI Models | AI Video Editor, AI Subtitle Generator, AI Video Generator, AI Voice Generator |
| Pricing Model | Free | Freemium, Free Trial, Paid, Contact for Pricing |
| Monthly Visits | 0 | 8,011,728 |
| MoM Growth Rate | — | +1.8% |
| Primary Market | Global | India |
| Direct Visits | 0 | 2,982,629 |
| Review Score | 4.4 | 4.2 |
| Saved Count | 4 | 34 |
| Supported Platforms | Open Source | Website |

## Polymath

Polymath is built around a simple idea: any large music collection is effectively an untapped sample pack. Instead of digging through folders manually, you point the tool at your audio and let a chain of neural networks label, slice and align it. Music source separation is handled by Demucs, structure segmentation by sf_segmenter, pitch tracking and key detection by Crepe, and audio-to-MIDI by Basic Pitch, with pyrubberband and librosa covering quantization and metadata.

Once a song has been analyzed once, it lives in a local database file, so repeated searches and quantization steps are fast and do not require re-processing. You add tracks with the -a flag (single files, folders or YouTube IDs), quantize with -q against a target BPM or the track's own tempo, and search for similar material with -s. Everything is driven from the terminal or through the included Docker image.

Typical workflows split into two camps. Producers and DJs use Polymath to extract a beat from one genre, a bassline from another and horns from a third, all tempo-matched and ready to drop into a DAW — or to assemble smooth, hour-long mixes from tracks that share a feel. Machine-learning developers use it to generate large, richly labeled audio datasets for training generative music models.

**Pricing & Plans:** Polymath is free and open source under the MIT license. The repository is public on GitHub, so there is no subscription, license fee or account. Running it does require compatible software (ffmpeg and Python 3.7–3.10) and, for practical speeds, a GPU — the cost of any hardware or cloud compute is yours.

- **Library ingestion from disk or YouTube:** Feed Polymath a single track, a folder, or a list of YouTube IDs and it builds a persistent local database of analyzed songs that can be searched instantly afterwards.
- **Neural stem separation:** Demucs splits each song into beats, bass, vocals and other stems, which are then saved to a separated folder for use in your DAW.
- **Tempo quantization to a common grid:** Every track can be time-stretched and re-aligned to a shared tempo and beat grid (for example 120 BPM), so elements from different songs line up cleanly.
- **Structure, key and loudness analysis:** Polymath labels musical sections such as verse and chorus, detects key and loudness, and exposes that metadata for search and filtering.
- **Audio-to-MIDI transcription:** Pitch tracking and Basic Pitch transcription turn melodic material into MIDI files you can edit and re-arrange in any instrument track.
- **Similarity search across the library:** Given a song already in the library, Polymath finds the most similar tracks (optionally including BPM as a criterion) to support mash-ups and long-form mixes.

**Strengths:** Completely free and open source under a permissive MIT license; Chains several proven ML models (Demucs, Crepe, Basic Pitch) into one workflow; Persistent library database makes repeated search and quantization fast; Handles both local files and YouTube sources, plus batch additions

**Limitations:** Python stack is pinned to Python 3.7–3.10, so newer environments may need extra setup work; Requires ffmpeg plus a sizeable set of ML dependencies, and initial GPU support is easiest on native installs; Analysis of every new track takes time before it becomes searchable; There is no hosted web UI — everything runs through the command line or Docker

[Profile (Markdown)](https://openaitools.app/tool/polymath.md)

## VEED.IO

VEED is an online video creation platform built around a simple pitch: describe what you want and get a postable video, then polish it in the same browser workspace. The generation side covers AI video, text-to-video and image-to-video, AI avatars with lip sync and eye-contact correction, AI voice generation and cloning, text to speech, music generation and an AI image generator and editor. The editing side is a full browser-based timeline editor with subtitles, translation, dubbing, background removal, noise reduction, compression, conversion and screen or webcam recording.

The product leans heavily toward marketers and solo creators who publish to social. It ships templates and ad formats tuned for Instagram, TikTok and YouTube, AI UGC ad and reel generators, and brand kits that apply your colours, fonts, logos and voice automatically — the goal being output that looks like your brand rather than generic AI footage. Helper tools like the teleprompter, video-to-text transcription and the YouTube transcript tool round out the production pipeline.

Commercially, VEED mixes a genuinely usable free tier with paid plans sold per editor seat. Paid plans come with a monthly AI credit allowance for generations, unlimited subtitle generation within a 50-hour monthly fair-use limit, and minute-metered translation and dubbing. For teams that need to embed video into their own products, VEED also exposes Fabric and video APIs, alongside enterprise and education plans arranged through sales.

**Pricing & Plans:** Freemium with paid subscriptions. You can start free and upgrade for more AI credits, higher export quality and advanced subtitle options; enterprise plans include a free trial for three or more users. Plans are charged per editor seat, subtitles are unlimited on paid tiers under a 50-hour monthly fair-use cap, and translation and dubbing are metered in minutes. Payment is via major cards, PayPal, Google Pay or Apple Pay where available.

- **AI video generation from a prompt:** Turn a script or idea into a talking-head, explainer or product video using text-to-video, image-to-video, AI avatars, lip sync and eye-contact correction — no filming required.
- **Subtitles, translation and dubbing:** Auto-generate styled captions, translate videos into other languages and dub them with AI voices, with unlimited subtitle generation on paid plans under a 50-hour fair-use limit.
- **Brand kits applied automatically:** Save colours, fonts, logos and voice so every generated or edited video comes out looking like your brand rather than generic AI output.
- **Social ad templates by platform:** Start from templates and ad formats tuned for Instagram, TikTok and YouTube, then resize and repurpose the same asset across channels.
- **APIs, teams and workflow tools:** Fabric and video APIs, screen and webcam recording, a teleprompter, video compression and conversion, plus team workspaces for scaling production.

**Strengths:** Handles the whole pipeline — generation, editing, subtitling and dubbing — in one browser tool; Usable free tier plus genuinely capable AI generation rather than a token preview; Brand kits keep AI output on-brand across every video; Templates and ad formats tailored to Instagram, TikTok and YouTube

**Limitations:** Serious editors may find the browser-only workflow limiting compared with desktop NLEs; AI generations and translations are rationed by monthly credits on lower tiers; Subtitle generation is capped by a 50-hour monthly fair-use limit even on unlimited plans; Plans are billed per editor seat, which raises cost fast for larger teams

[Profile (Markdown)](https://openaitools.app/tool/veed-io.md)

## Frequently Asked Questions

### How do Polymath and VEED.IO compare in monthly traffic?

Polymath has 0 monthly visits, while VEED.IO has 8,011,728. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Polymath has a month-over-month growth rate of —; VEED.IO has +1.8%.

### How does pricing compare?

Polymath: Free. Polymath is free and open source under the MIT license. The repository is public on GitHub, so there is no subscription, license fee or account. Running it does require compatible software (ffmpeg and Python 3.7–3.10) and, for practical speeds, a GPU — the cost of any hardware or cloud compute is yours. VEED.IO: Freemium, Free Trial, Paid, Contact for Pricing. Freemium with paid subscriptions. You can start free and upgrade for more AI credits, higher export quality and advanced subtitle options; enterprise plans include a free trial for three or more users. Plans are charged per editor seat, subtitles are unlimited on paid tiers under a 50-hour monthly fair-use cap, and translation and dubbing are metered in minutes. Payment is via major cards, PayPal, Google Pay or Apple Pay where available.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [CapCut](https://openaitools.app/tool/capcut-com) | 54,700,686 | +13.2% | Freemium | Offers a similarly robust multi-track video timeline and AI tools, but with stronger mobile apps and templates. | [.md](https://openaitools.app/tool/capcut-com.md) |
| 2 | [Wondershare Filmora](https://openaitools.app/tool/wondershare-filmora) | 11,475,751 | +5.5% | Free Trial, Paid | Delivers powerful desktop-class video editing with rich AI enhancements, but requires software installation unlike VEED's browser platform. | [.md](https://openaitools.app/tool/wondershare-filmora.md) |
| 3 | [Runway](https://openaitools.app/tool/runwayml) | 7,498,396 | +16.9% | Freemium, Paid, Contact for Pricing | Focuses heavily on cutting-edge generative AI video models and cinematic effects rather than everyday screen recording and subtitles. | [.md](https://openaitools.app/tool/runwayml.md) |
| 4 | [HeyGen](https://openaitools.app/tool/heygen) | 7,000,070 | +9.4% | Freemium | Excels at generating photorealistic AI avatar presenter videos, but offers less comprehensive general video editing suites than VEED. | [.md](https://openaitools.app/tool/heygen.md) |
| 5 | [Civitai](https://openaitools.app/tool/civitai) | 6,963,136 | +12.8% | Freemium | Discover, download and generate with open-source AI models for image, video and 3D. | [.md](https://openaitools.app/tool/civitai.md) |
| 6 | [InVideo](https://openaitools.app/tool/invideo) | 6,893,591 | +4.6% | Freemium | Emphasizes automated prompt-to-video script generation and stock media assembly, whereas VEED leans more toward manual editing. | [.md](https://openaitools.app/tool/invideo.md) |
| 7 | [Kapwing](https://openaitools.app/tool/kapwing-com) | 4,265,531 | -3.8% | Freemium, Contact for Pricing | Provides intuitive online video editing and collaboration tools, but lacks some of VEED's advanced AI avatar features. | [.md](https://openaitools.app/tool/kapwing-com.md) |
| 8 | [Riverside](https://openaitools.app/tool/riverside) | 4,069,413 | +4.5% | Freemium | Studio-quality podcast and video recording, editing, and publishing in your browser | [.md](https://openaitools.app/tool/riverside.md) |
| 9 | [Descript](https://openaitools.app/tool/descript) | 3,267,817 | +11.1% | Freemium, Paid | Edits video primarily through a text transcript rather than a traditional timeline, offering superior audio cleanup tools. | [.md](https://openaitools.app/tool/descript.md) |
| 10 | [ModelScope](https://openaitools.app/tool/modelscope-community) | 3,085,423 | +5.1% | Free | Open-source model and dataset hub with one-click online demos | [.md](https://openaitools.app/tool/modelscope-community.md) |

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Source: https://openaitools.app/compare/polymath-vs-veed-io

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