# DealMachine vs Scale

DealMachine records 410,500 monthly visits with +63.1% month-over-month growth and Free Trial, Paid pricing. Scale records 616,915 monthly visits with +12.5% growth and Contact for Pricing pricing.

| Metric | [DealMachine](https://openaitools.app/tool/dealmachine-com) | [Scale](https://openaitools.app/tool/scale) |
| :--- | :--- | :--- |
| Website URL | https://dealmachine.com | https://scale.com |
| Categories | AI Real Estate, AI Assistant, AI Cold Calling, AI Call Center | AI Developer Tools, Large Language Models (LLMs), AI Models, AI Agent |
| Pricing Model | Free Trial, Paid | Contact for Pricing |
| Monthly Visits | 410,500 | 616,915 |
| MoM Growth Rate | +63.1% | +12.5% |
| Primary Market | United States | United States |
| Direct Visits | 283,814 | 191,408 |
| Review Score | 4.3 | 4.7 |
| Saved Count | 2 | 3 |
| Supported Platforms | Website | Website |

## DealMachine

DealMachine started as a driving-for-dollars app that let investors tag distressed properties from their phone, and has grown into a broader nationwide property data platform. The current product centres on a single search bar: you can look up any address, find the owner behind it, or describe the list you want in plain language and have the AI translate that request into a precise property search across roughly 150 million properties, 240 million people records and 50 million companies.

From a result set you can refine with hundreds of filters such as equity thresholds, ownership length, vacancy status, property type, preforeclosure or tax-delinquent status, then export a property, contact, email or phone list to CSV or push it through the REST API, CLI and webhooks into the tools you already use. A built-in mail app turns saved lists into personalised postcard campaigns with drip sequences and tracking, while the mobile app keeps route tracking and tap-to-tag workflows for driving for dollars.

Plan structure is per-seat with a monthly allowance of data credits. The entry Basic plan starts around $99 per month with 10,000 data credits and grows to Pro with 20,000 credits and premium filters, while the Scale package at $599 per month per package is aimed at agencies and enterprises that need 100,000 records, ten workspace seats, SSO/SAML, onboarding and custom SLAs. Postcards are billed by usage and drop in per-piece price as you prepay larger volumes.

**Pricing & Plans:** Free trial, then paid per-seat plans starting around $99/month with 10,000 monthly data credits. Scale packages at $599/month per package include 100,000 records and 10 seats. Direct mail is usage-based with prepaid volume discounts.

- **Unified property and owner search:** One search bar handles address lookups, owner lookups and plain-language list requests across 150M+ properties, 240M+ people and 50M+ company records.
- **AI list building:** Describe the campaign you want in natural language or upload a CSV, and the AI translates it into a precise property search with 800+ refinements such as equity, vacancy and ownership length.
- **Skip tracing and enrichment:** Append verified phone numbers, emails and 100+ extra data fields to any property or contact list, then export to CSV or deliver it via API.
- **Driving for Dollars mobile app:** Tag distressed properties on the go, track routes for teams, capture photos and pull owner details instantly while still in the field.
- **Direct mail campaigns:** Design, target and mail personalised postcards from saved lists, with automated drip sequences, campaign analytics and usage-based postcard pricing.

**Strengths:** Combines data, skip tracing, field app and direct mail in one subscription instead of several vendors; Very large nationwide dataset with 150M+ properties and 240M+ people records; Plain-language AI search makes complex list building accessible to non-technical users; Team features such as shared workspaces, seat management and priority support on higher tiers

**Limitations:** Data coverage is limited to the United States, so it is not useful for international investors; Data credits are consumed quickly by bulk exports and skip tracing, which can push costs above the headline seat price; Direct mail is billed separately from the subscription and adds up for high-volume campaigns

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

## Scale

Scale positions itself as the infrastructure layer for reliable AI - the data, evaluations and deployment support that sit underneath working systems rather than a single consumer-facing model. Founded in 2016, it built its reputation supplying training data and labelling capacity to the autonomous vehicle and then the generative AI wave, and now describes itself as powering a large share of the world's leading generative AI model builders.

The offering spans three broad areas. Data covers sourcing and expert annotation for training and fine-tuning, including RLHF-style preference data. Evaluation covers public leaderboards and private benchmarks used to measure model capability and safety. Applications covers the build-and-deploy side: identifying a viable use case, constructing the system and owning the outcome, with agentic AI for enterprise operations.

Scale's customer list leans heavily enterprise and public sector, including large technology companies, healthcare providers, media organisations, energy companies and government defence programmes. Because engagements are scoped rather than self-serve, pricing is arranged through a sales process, and the platform is aimed at organisations with serious data volume, strict compliance needs and a mandate to put AI into production.

**Pricing & Plans:** Contact for pricing. Scale does not publish rates; engagements are scoped through a sales conversation and depend on data volume, services and programme complexity.

- **Data Engine:** Human-sourced and expert-annotated training data, including specialist contributors with advanced degrees, at the quality bar frontier labs require.
- **Model evaluation & benchmarks:** Public leaderboards plus private benchmarks that test model capability and safety for the most ambitious AI developers.
- **Enterprise AI applications:** Platform and services teams that pick the right use case, build the system and take ownership of the outcome.
- **Agentic deployment:** Agentic systems designed around measurable business outcomes across private equity portfolios, energy and healthcare operations.
- **Domain expertise:** Programmes spanning healthcare, robotics, defence, public sector and enterprise with human oversight built in.

**Strengths:** Backed by a long track record in training data and model evaluation.; End-to-end coverage from data sourcing through to deployed systems.; Experienced with regulated, classified and safety-critical environments.; Benchmarks and leaderboards give an independent view of model capability.

**Limitations:** No public pricing or self-serve signup - you need a sales conversation to get started.; Enterprise-scale contracting and data operations require real internal commitment.; Overkill for small teams with modest data or evaluation needs.; Some projects involve sensitive government and defence work with strict compliance overhead.

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

## Frequently Asked Questions

### How do DealMachine and Scale compare in monthly traffic?

DealMachine has 410,500 monthly visits, while Scale has 616,915. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

DealMachine has a month-over-month growth rate of +63.1%; Scale has +12.5%.

### How does pricing compare?

DealMachine: Free Trial, Paid. Free trial, then paid per-seat plans starting around $99/month with 10,000 monthly data credits. Scale packages at $599/month per package include 100,000 records and 10 seats. Direct mail is usage-based with prepaid volume discounts. Scale: Contact for Pricing. Contact for pricing. Scale does not publish rates; engagements are scoped through a sales conversation and depend on data volume, services and programme complexity.

## Alternatives

| # | Tool Name | Monthly Visits | MoM Growth Rate | Pricing Model | Summary | Profile (Markdown) |
| :--- | :--- | :--- | :--- | :--- | :--- | :--- |
| 1 | [Roboflow](https://openaitools.app/tool/roboflow) | 1,431,204 | +6.6% | Freemium, Contact for Pricing | Streamlines computer vision dataset annotation and model training, but is less suited for general LLM text tasks. | [.md](https://openaitools.app/tool/roboflow.md) |
| 2 | [Labelbox](https://openaitools.app/tool/labelbox) | 762,803 | -22.8% | Contact for Pricing | Focuses heavily on enterprise data labeling and training data curation, similar to Scale's core annotation business. | [.md](https://openaitools.app/tool/labelbox.md) |
| 3 | [SuperAnnotate](https://openaitools.app/tool/super-annotate) | 386,034 | +37.4% | Free Trial, Contact for Pricing | Provides enterprise multimodal annotation and data management tools, but with less emphasis on managed labeling workforces. | [.md](https://openaitools.app/tool/super-annotate.md) |
| 4 | [Weights & Biases (CoreWeave Forge)](https://openaitools.app/tool/prompts) | 315,624 | -80.2% | Freemium, Contact for Pricing, Free | Track, evaluate, and ship AI models and agents in one connected environment. | [.md](https://openaitools.app/tool/prompts.md) |
| 5 | [XLeads](https://openaitools.app/tool/xleads-com) | 277,102 | +78.1% | Paid | Features robust real estate wholesaling and lead generation tools, but lacks DealMachine's integrated direct mail marketing campaigns. | [.md](https://openaitools.app/tool/xleads-com.md) |
| 6 | [Arize AI](https://openaitools.app/tool/arize-com) | 249,028 | +3.2% | Paid, Contact for Pricing | Focuses on post-deployment LLM observability and evaluation rather than training data generation or annotation. | [.md](https://openaitools.app/tool/arize-com.md) |
| 7 | [Encord](https://openaitools.app/tool/encord-com) | 244,204 | +9.4% | Contact for Pricing | Specializes in data infrastructure and annotation specifically tailored for computer vision and physical AI workloads. | [.md](https://openaitools.app/tool/encord-com.md) |
| 8 | [Label Studio](https://openaitools.app/tool/label-studio) | 137,199 | -16.1% | Contact for Pricing, Free | Offers a flexible open-source alternative for custom data labeling and human-in-the-loop annotation pipelines. | [.md](https://openaitools.app/tool/label-studio.md) |
| 9 | [Future AGI](https://openaitools.app/tool/future-agi) | 121,741 | -7.8% | Freemium, Usage-based | Build, simulate, evaluate and monitor self-improving AI agents | [.md](https://openaitools.app/tool/future-agi.md) |
| 10 | [Maxim AI](https://openaitools.app/tool/maxim-ai) | 121,351 | +10% | Contact for Pricing, Free Open Source | Provides LLM evaluation and testing workflows, but lacks Scale's massive human-in-the-loop data labeling services. | [.md](https://openaitools.app/tool/maxim-ai.md) |

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Source: https://openaitools.app/compare/dealmachine-com-vs-scale

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