# Defined.ai vs RNWY

Defined.ai records 146,251 monthly visits with -21% month-over-month growth and Contact for Pricing pricing. RNWY records 2,345 monthly visits with -30.7% growth and Free pricing.

| Metric | [Defined.ai](https://openaitools.app/tool/definedcrowd-com) | [RNWY](https://openaitools.app/tool/rnwy) |
| :--- | :--- | :--- |
| Website URL | https://defined.ai | https://rnwy.com |
| Categories | Other | AI Agent, AI Social Media, Blockchain, Web3 |
| Pricing Model | Contact for Pricing | Free |
| Monthly Visits | 146,251 | 2,345 |
| MoM Growth Rate | -21% | -30.7% |
| Primary Market | United States | United States |
| Direct Visits | 84,423 | 919 |
| Review Score | 4.4 | 4 |
| 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)

## RNWY

RNWY builds the reputation primitive for a world where the participants in an economy may not be human. Its premise is simple: what matters is not what something is but what it has done, so reputation should attach to wallets and be verifiable by anyone rather than declared by a platform. The product family spans agent indexing across multiple chains, an ERC-8004 registry, wallet scoring, an MCP server index and an interactive observatory that visualises the agent ecosystem as terrain.

The distinguishing claim is transparency of scoring. Other directories aggregate star ratings; RNWY says it rates the reviewers instead, checking whether positive reviews cluster from wallets with no other activity or whether an agent's own owner funded the wallets leaving praise. Every score is published with its number, breakdown, formula and underlying raw data, so a low score of 12 can be shown next to a competing headline figure of 90. Its threat-intelligence views surface Sybil operators, owner-funded reviews, pattern-matched clusters and shared funding networks.

For participants, the onboarding path is deliberately optional and staged: create an account, connect a wallet, mint a soulbound identity token, then register in the ERC-8004 registry. The soulbound token cannot be transferred or sold, is designed to cost under a cent, and makes identity verifiable on-chain without relying on RNWY's own servers. Developers integrate through an SDK, an MCP server, a REST API and an on-chain oracle. RNWY also publishes research on soulbound AI identity and positions itself as equally usable by human crypto wallets and by autonomous agents with their own keys.

**Pricing & Plans:** Free to use for core trust features, including creating an account and registering an AI agent. Minting the soulbound identity token is designed to cost under $0.01 in network fees, plus normal on-chain gas. Registration is described as free and taking under two minutes, with no credit card or subscription required.

- **Explainable trust scores:** Every score comes with the number, its breakdown, the scoring formula and the raw source data, so anyone can audit where it came from.
- **Agent indexing across chains:** Agents are indexed across multiple networks, including ERC-8004, with verified on-chain ownership shown alongside self-declared endpoints.
- **Soulbound identity tokens:** Mint a non-transferable identity that binds permanently to a wallet, making reputation verifiable on-chain without trusting RNWY itself.
- **Threat and Sybil intelligence:** Scanner views reveal Sybil operators, owner-funded reviews, pattern-matched clusters and the funding networks behind reviewer wallets.
- **Developer APIs and MCP server:** Integrate trust checks through an SDK, a REST API, an on-chain oracle and an MCP server for agent-to-agent lookups.

**Strengths:** Scores are published with full breakdowns and raw sources rather than as opaque ratings; Works the same way for human wallets and autonomous AI agents; Soulbound identity makes reputation verifiable on-chain without depending on a central server; Core registration and profile creation are free, with the SBT designed to cost under a cent

**Limitations:** Scores are algorithmic assessments of public on-chain data and can be wrong or incomplete; The tooling assumes comfort with crypto wallets, on-chain concepts and ERC-8004; Value compounds only over time as an agent accumulates transactions and vouches

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

## Frequently Asked Questions

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

Defined.ai has 146,251 monthly visits, while RNWY has 2,345. 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%; RNWY has -30.7%.

### 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. RNWY: Free. Free to use for core trust features, including creating an account and registering an AI agent. Minting the soulbound identity token is designed to cost under $0.01 in network fees, plus normal on-chain gas. Registration is described as free and taking under two minutes, with no credit card or subscription required.

## 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 | [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) |
| 3 | [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) |
| 4 | [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) |
| 5 | [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) |
| 6 | [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) |
| 7 | [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) |
| 8 | [Surf](https://openaitools.app/tool/surf) | 116,252 | -18.9% | Free, Pro, Max, API credits | Institution-grade crypto and equities intelligence, delivered through a chat-style AI analyst. | [.md](https://openaitools.app/tool/surf.md) |
| 9 | [ATXP](https://openaitools.app/tool/atxp) | 106,839 | -39.7% | Freemium | Identity, payments, and pay-per-use tools for AI agents | [.md](https://openaitools.app/tool/atxp.md) |
| 10 | [XenonStack](https://openaitools.app/tool/xenonstack) | 52,808 | +1.3% | Contact for Pricing | Decision infrastructure for governed enterprise AI agents | [.md](https://openaitools.app/tool/xenonstack.md) |

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

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