# Defined.ai vs ilove3d

Defined.ai records 146,251 monthly visits with -21% month-over-month growth and Contact for Pricing pricing. ilove3d records 0 monthly visits with 0% growth and Free pricing.

| Metric | [Defined.ai](https://openaitools.app/tool/definedcrowd-com) | [ilove3d](https://openaitools.app/tool/ilove3d) |
| :--- | :--- | :--- |
| Website URL | https://defined.ai | https://ilove3d.app/en |
| Categories | Other | Other |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 146,251 | 0 |
| MoM Growth Rate | -21% | 0% |
| Primary Market | United States | Global |
| Direct Visits | 84,423 | 0 |
| Review Score | 4.4 | 4.3 |
| Saved Count | 1 | 0 |
| Supported Platforms | Website | Website |

## Defined.ai

Defined.ai supports the full AI data lifecycle, from sourcing and collection through annotation, machine translation, conversational data and model evaluation. Its AI Data Marketplace offers off-the-shelf datasets spanning audio, image, video, text and multimodal formats, with advanced filters so teams can find data matching specific technical requirements such as content type, file format, sample rate and bit depth, then request free samples and quotes.

Beyond off-the-shelf data, Defined.ai delivers custom services: model-in-the-loop data annotation for text, audio, image and video, global data collection, multilingual machine translation and conversational AI datasets designed to be natural and bias-free. Work is delivered via file transfer or API so teams can begin training quickly, and services are positioned as enterprise-grade with respect to privacy, security and compliance.

The company emphasizes ethical sourcing and governance. It states ISO 27001, 27701 and 42001 accreditation, GDPR and HIPAA compliance, and fair working conditions, and works with a crowd of over 1.6 million experts across 150+ countries and 500+ languages, dialects and locales. It also offers Accelerat.ai for multilingual AI agent support.

**Pricing & Plans:** Defined.ai does not publish standard list prices; datasets and services are quoted per project. Teams can browse the marketplace, access free dataset samples and request quotes, with pricing depending on dataset type, customization, volume and delivery method.

- **AI Data Marketplace:** A large selection of ready-to-use, ethically sourced datasets across audio, image, video, text and multimodal formats, with advanced filtering and free samples.
- **Data annotation & model-in-the-loop:** Expert-verified labeling for text, audio, image and video using model-first, human-in-the-loop workflows for accuracy and fairness.
- **Machine translation & multilingual data:** High-quality multilingual content for global AI systems, drawing on 500+ languages, dialects and locales.
- **Custom data collection:** Global, diverse data collection at scale for training, with privacy and security vetting on every dataset.
- **Data & model evaluation:** Rigorous testing of datasets and models to ensure accuracy, fairness and quality before deployment.

**Strengths:** One of the largest marketplaces of ready-to-use AI training datasets; Full lifecycle services from collection to annotation and evaluation; Strong compliance posture (ISO 27001/27701/42001, GDPR, HIPAA); Global crowd of 1.6M+ experts across 150+ countries and 500+ languages

**Limitations:** No public list pricing; quotes required for datasets and services; Enterprise-oriented, which may be heavy for small hobby projects; The legacy definedcrowd.com domain now routes to a restricted access gateway rather than a public product page

[Profile (Markdown)](https://openaitools.app/tool/definedcrowd-com.md)

## ilove3d

ilove3d gathers the small 3D utilities people normally hunt for across a dozen different sites into one clean, ad-light workspace. You open https://ilove3d.app and drop in a file—STL, PLY, OBJ, GLB/glTF, 3MF, FBX, DAE, USDZ, STEP or IGES—then pick whatever you need to do with it. Because the heavy lifting runs through WebGL and WebAssembly inside your own browser tab, your models never get uploaded to a server, which matters when you are working with client parts, dental scans or anything under NDA.

The toolkit is organized into four practical groups. Under View you get a 3D viewer with on-model measurements plus dedicated dental (intraoral STL/PLY) and DICOM/CBCT viewers. Under Convert and repair you get format conversion in any direction, mesh diagnostics, polygon reduction, GLB compression, scaling, mirroring and auto-orientation for printing. The Create sections are the fun part: turning a photo into a lithophane or relief plaque, extruding SVG artwork, generating Gridfinity bins, cookie cutters, name keychains, 3D QR codes, star maps, vases, pendant lamps and star-lit moon lamps. A print bed organizer and model cutter round out the prep workflow for FDM and resin printing.

Everything is free and requires no account. The site is maintained by a single developer who is upfront about it—there is an optional analytics prompt that explicitly notes your files never leave your device, and a feedback channel for requesting missing tools. A small donation button supports hosting. An AI 3D generation feature is listed as coming soon, and the interface is available in multiple languages.

**Pricing & Plans:** ilove3d is completely free across all 40 tools. There are no accounts, no paid tiers and no per-file limits tied to a subscription; an optional donation button supports the project.

- **40 tools in one place:** Viewers, converters, mesh repair, print preparation and a large set of creative generators (lithophanes, Gridfinity bins, 3D text, QR codes, lamps, keychains) share one interface and one file drop zone.
- **100% local, no uploads:** Models are processed with WebGL and WebAssembly inside the browser tab, so files are never transmitted to a server—useful for confidential client work and medical scans.
- **Viewers for every major format:** Open STL, PLY, OBJ, glTF/GLB, 3MF, FBX, DAE, USDZ, STEP and IGES files, with on-model measurement, volume, surface area and even a material/print cost estimate.
- **Repair and convert in any direction:** Diagnose and fix duplicate vertices, holes, shells and flipped normals, simplify heavy meshes, compress GLB with meshopt, then export to any supported format or a batched zip.
- **Print-preparation workflow:** Auto-orient for minimum supports, cut oversized models into joinable pieces with pins or dowels, organize multiple parts on one print bed, and separate components out of a single STL.

**Strengths:** Completely free with no account, no watermarks and no hard usage caps; Files stay on your device, which suits confidential or client-owned models; Unusually broad scope—view, repair, convert and generate in one consistent interface; Specialised viewers (dental intraoral scans, DICOM/CBCT) that are hard to find for free online

**Limitations:** No batch automation or API, so repetitive jobs still need one file at a time; Very large or extremely dense meshes can push a browser tab to its memory limits; Maintained by a single developer, so long-term support and tool coverage depend on one person

[Profile (Markdown)](https://openaitools.app/tool/ilove3d.md)

## Frequently Asked Questions

### How do Defined.ai and ilove3d compare in monthly traffic?

Defined.ai has 146,251 monthly visits, while ilove3d has 0. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Defined.ai has a month-over-month growth rate of -21%; ilove3d has 0%.

### How does pricing compare?

Defined.ai: Contact for Pricing. Defined.ai does not publish standard list prices; datasets and services are quoted per project. Teams can browse the marketplace, access free dataset samples and request quotes, with pricing depending on dataset type, customization, volume and delivery method. ilove3d: Free. ilove3d is completely free across all 40 tools. There are no accounts, no paid tiers and no per-file limits tied to a subscription; an optional donation button supports the project.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [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) |
| 2 | [Photofeeler](https://openaitools.app/tool/photofeeler) | 1,903,722 | +151.6% | Freemium | Unbiased photo feedback from real people, for dating, business and social profiles | [.md](https://openaitools.app/tool/photofeeler.md) |
| 3 | [Roboflow](https://openaitools.app/tool/roboflow) | 1,431,204 | +6.6% | Freemium, Contact for Pricing | Streamlines computer vision dataset annotation and model deployment, but lacks the broad human crowd-sourcing services of Defined.ai. | [.md](https://openaitools.app/tool/roboflow.md) |
| 4 | [Bright Data](https://openaitools.app/tool/bright-data) | 802,752 | -5.9% | Free Trial, Paid | Web data infrastructure for scraping, proxies, and AI-ready datasets | [.md](https://openaitools.app/tool/bright-data.md) |
| 5 | [Labelbox](https://openaitools.app/tool/labelbox) | 762,803 | -22.8% | Contact for Pricing | Comprehensive enterprise data labeling platform with powerful automation agents, but carries significant pricing overhead for smaller teams. | [.md](https://openaitools.app/tool/labelbox.md) |
| 6 | [AI3DGen](https://openaitools.app/tool/ai3dgen) | 276,669 | -8.6% | Freemium | Turn any photo into a textured 3D model in minutes — free, no signup | [.md](https://openaitools.app/tool/ai3dgen.md) |
| 7 | [Arize AI](https://openaitools.app/tool/arize-com) | 249,028 | +3.2% | Paid, Contact for Pricing | Agent observability, evaluation, and continuous improvement for production AI | [.md](https://openaitools.app/tool/arize-com.md) |
| 8 | [Encord](https://openaitools.app/tool/encord-com) | 244,204 | +9.4% | Contact for Pricing | Advanced multimodal data infrastructure for computer vision teams, though specialized primarily in video and image annotation. | [.md](https://openaitools.app/tool/encord-com.md) |
| 9 | [Hexeum](https://openaitools.app/tool/hexeum) | 159,264 | -8.5% | Paid | Animated Twitch overlay packs and stream design resources for streamers | [.md](https://openaitools.app/tool/hexeum.md) |
| 10 | [Label Studio](https://openaitools.app/tool/label-studio) | 137,199 | -16.1% | Contact for Pricing, Free | Open-source data labeling and evaluation platform offering full self-hosting control, but requires manual setup and infrastructure maintenance. | [.md](https://openaitools.app/tool/label-studio.md) |

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Source: https://openaitools.app/compare/definedcrowd-com-vs-ilove3d

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