# Labelbox vs RFPG

Labelbox records 762,803 monthly visits with -22.8% month-over-month growth and Contact for Pricing pricing. RFPG records 0 monthly visits with — growth and Freemium pricing.

| Metric | [Labelbox](https://openaitools.app/tool/labelbox) | [RFPG](https://openaitools.app/tool/rfpg) |
| :--- | :--- | :--- |
| Website URL | https://labelbox.com | https://rfpg.ai/founding |
| Categories | AI Developer Tools, AI API, AI Workflow, AI Productivity Tools | AI Real Estate |
| Pricing Model | Contact for Pricing | Freemium |
| Monthly Visits | 762,803 | 0 |
| MoM Growth Rate | -22.8% | — |
| Primary Market | United States | Global |
| Direct Visits | 370,024 | 0 |
| Review Score | 4.4 | 4.2 |
| Saved Count | 0 | 0 |
| Supported Platforms | Website | Website |

## Labelbox

Labelbox occupies an unusual position in the AI stack: it does not primarily sell a chatbot or a generator, it builds the environments and data that models learn from plus the agents that take over recurring engineering and research work. The homepage claim is direct — frontier AI labs train on Labelbox environments and expert data, while engineering and research teams hand their recurring backlog to agents running on Recursion. A recent Series E of more than $100 million signals a heavily funded bet on that thesis.,For enterprises, the newer half of the product is Recursion. Agents are triggered by real signals — a failing build, a PagerDuty alert, a new dependency release, a fresh model checkpoint, or a Monday morning schedule — and then work in the background until the job is done. The examples the company promotes are concrete deliverables rather than summaries: a tested pull request with a preview link, a postmortem draft in Confluence with every event sourced, an ablation table naming the changes that mattered, or a patch for each exposed service after a critical CVE. A grader agent scores each run, and the graded session leaves behind memories, notes and skills that the next session reads before it acts.,The original foundation remains the data business: labeling, annotation, curation and model evaluation supported by expert human reviewers, used for computer vision, NLP, supervised fine-tuning, RLHF and red teaming. In practice the two halves reinforce each other, since the environments that produce high-quality training data are the same environments where agents learn to do real work. Pricing is enterprise-style, routed through sales conversations and shaped by data volume and agent usage, with no public self-serve tier.

**Pricing & Plans:** Contact for pricing. Labelbox does not publish self-serve plans or public rate cards; its pricing route instead directs interested teams to talk to sales, and cost is shaped by data production scope, agent deployment and enterprise requirements. There is no published free tier. Prospective customers should request a quote based on their volumes and use cases.

- **Data labeling and expert annotation:** Structured annotation, curation, model evaluation and human-in-the-loop review across vision, language and generative tasks, used to build the training and eval data behind production models.
- **Autonomous agent sessions:** Recursion agents start on their own from builds, alerts, commits, checkpoints and schedules, then work in the background until the task is finished and reviewable.
- **Domain specialists by function:** Specialist agents cover software engineering, reliability, security, ML research, evals, R&D, product and finance workflows, from flaky test fixes to postmortem drafts and vulnerability patches.
- **Graded outcomes that compound:** Every agent run is scored by a grader, and graded sessions leave memories, notes and skills that the next session reads before acting, so quality compounds over time.
- **Native tool and data integrations:** Agents operate against the tools teams already use, including GitHub, Jira, Linear, Slack, Datadog, PagerDuty, BigQuery, Databricks, Vercel and cloud providers.

**Strengths:** Covers both sides of the problem: training and eval data production plus agents that act on recurring work; Backed by a recent $100M+ Series E and adoption by frontier AI labs, indicating real funding and demand; Agent runs produce concrete deliverables with proof — tests, reruns, ablations — rather than unverified suggestions; Integrates with the toolchain teams already run: GitHub, Jira, Linear, Slack, Datadog, PagerDuty, BigQuery and Databricks

**Limitations:** No self-serve pricing or open signup: everything routes through a sales conversation, which slows down evaluation; The platform assumes real engineering and research infrastructure (GitHub, cloud providers, data warehouses) to deliver value; Positioning has shifted quickly toward autonomous agent sessions, so teams wanting only labeling workflows may find it heavier than needed

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

## RFPG

RFPG lets investors, developers and tradespeople appraise a property by walking around it with a phone. Rather than a rough guess, the app produces an itemised refurbishment estimate broken down by room and trade, along with a materials list and schedule of works, and packages it all into a PDF deal pack.

The deal pack covers over 40 data points, including value estimates and sold-price comparables from HM Land Registry (England and Wales), the deal maths and a maximum offer figure, area average rent from ONS with gross yield, planning and flood checks, HMO and short-let routes, energy and safety items, and local crime, house-price and earnings data.

RFPG runs on any phone, with the most accurate scans coming from iPhone 12 Pro or later Pro models that have a LiDAR sensor and Android phones supporting ARCore Depth. Coverage varies by data source: refurbishment cost estimates span England, Wales, Scotland and Northern Ireland, while value estimates, Land Registry comparables and the EPC check cover England and Wales only. It also supports a social profile and an affiliate programme, and is built by a property developer turned software developer.

**Pricing & Plans:** RFPG uses a free app with paid reports. Your first scan is free, a single full report costs £29 (or 5 reports for £99), and subscription plans include Bronze (about £490/year, 3 reports a month), Silver (about £990/year, 10 reports a month) and Gold (about £2,490/year, 30 reports a month plus onboarding). Trades plans are priced per priced job — Trades Starter £390/year, Trades Standard £490/year and Trades Pro £790/year — and credit packs are available. A founding-member promotion running to 30 November 2026 takes 50% off year one of a yearly plan and 20% off renewals for life. Prices are shown in GBP and the company states it is not VAT registered.

- **Phone-based property scan:** Walk around a property with any phone (iPhone 12 Pro or later Pro for LiDAR-based depth accuracy) to capture the scan.
- **Itemised refurb cost estimate:** Get refurbishment costs broken down by room and trade, with a materials list and schedule of works.
- **Costed PDF deal pack:** Receive a PDF with over 40 data points including deal maths, your maximum offer, and value estimates.
- **Land Registry & ONS data:** Sold-price comparables from HM Land Registry and area average rent from ONS with gross yield calculations.
- **Planning, flood & area checks:** Planning and flood checks plus local crime, house-price and earnings data for the surrounding area.

**Strengths:** Turns an on-site walkthrough into an itemised costed deal pack; Pulls comparables and rent data from HM Land Registry and ONS; Works on any phone, with LiDAR-based accuracy on newer iPhones; Free first scan plus a single-report option if you do not want a plan

**Limitations:** Value estimates, Land Registry comparables and EPC checks only cover England and Wales; Outputs are estimates, not a RICS valuation or survey; Unused reports in a plan do not carry over between months

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

## Frequently Asked Questions

### How do Labelbox and RFPG compare in monthly traffic?

Labelbox has 762,803 monthly visits, while RFPG has 0. Traffic estimates describe audience size, not product quality.

### How do their growth rates compare?

Labelbox has a month-over-month growth rate of -22.8%; RFPG has —.

### How does pricing compare?

Labelbox: Contact for Pricing. Contact for pricing. Labelbox does not publish self-serve plans or public rate cards; its pricing route instead directs interested teams to talk to sales, and cost is shaped by data production scope, agent deployment and enterprise requirements. There is no published free tier. Prospective customers should request a quote based on their volumes and use cases. RFPG: Freemium. RFPG uses a free app with paid reports. Your first scan is free, a single full report costs £29 (or 5 reports for £99), and subscription plans include Bronze (about £490/year, 3 reports a month), Silver (about £990/year, 10 reports a month) and Gold (about £2,490/year, 30 reports a month plus onboarding). Trades plans are priced per priced job — Trades Starter £390/year, Trades Standard £490/year and Trades Pro £790/year — and credit packs are available. A founding-member promotion running to 30 November 2026 takes 50% off year one of a yearly plan and 20% off renewals for life. Prices are shown in GBP and the company states it is not VAT registered.

## 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 end-to-end computer vision workflows from annotation to model deployment, but lacks Labelbox's general enterprise agent orchestration. | [.md](https://openaitools.app/tool/roboflow.md) |
| 2 | [Appen](https://openaitools.app/tool/appen-com) | 665,840 | +0.2% | Contact for Pricing | Relies heavily on managed human-in-the-loop workforce services for data validation, offering less self-serve technical tooling than Labelbox. | [.md](https://openaitools.app/tool/appen-com.md) |
| 3 | [Scale](https://openaitools.app/tool/scale) | 616,915 | +12.5% | Contact for Pricing | Delivers enterprise-grade labeling and model evaluation at massive scale, but often requires higher enterprise budgets than Labelbox. | [.md](https://openaitools.app/tool/scale.md) |
| 4 | [DealMachine](https://openaitools.app/tool/dealmachine-com) | 410,500 | +63.1% | Free Trial, Paid | AI property data, skip tracing and direct mail for real estate investors | [.md](https://openaitools.app/tool/dealmachine-com.md) |
| 5 | [SuperAnnotate](https://openaitools.app/tool/super-annotate) | 386,034 | +37.4% | Free Trial, Contact for Pricing | Offers robust multimodal annotation and workflow automation, featuring slightly more intuitive data curation pipelines for computer vision teams. | [.md](https://openaitools.app/tool/super-annotate.md) |
| 6 | [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) |
| 7 | [XLeads](https://openaitools.app/tool/xleads-com) | 277,102 | +78.1% | Paid | All-in-one real estate wholesaling platform with free skip tracing and AI deal automation | [.md](https://openaitools.app/tool/xleads-com.md) |
| 8 | [Encord](https://openaitools.app/tool/encord-com) | 244,204 | +9.4% | Contact for Pricing | Specializes in advanced computer vision and physical AI data pipelines, though with a narrower focus than general text-and-image labeling. | [.md](https://openaitools.app/tool/encord-com.md) |
| 9 | [Fotello AI](https://openaitools.app/tool/fotello-ai) | 159,755 | +18.3% | Freemium | The AI-powered real estate media workflow — book, edit, deliver, and get paid | [.md](https://openaitools.app/tool/fotello-ai.md) |
| 10 | [Label Studio](https://openaitools.app/tool/label-studio) | 137,199 | -16.1% | Contact for Pricing, Free | Provides a flexible open-source alternative for custom data labeling, but requires self-hosting and manual infrastructure maintenance. | [.md](https://openaitools.app/tool/label-studio.md) |

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Source: https://openaitools.app/compare/labelbox-vs-rfpg

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