Pricing is based on agent-session hours rather than seats or a fixed subscription.
Teams should estimate workload and inspect the displayed compute and model spend before launching sessions.
Evidence source ↗
Labelbox
Labelbox develops Horizon reinforcement-learning environments for AI labs and Recursion managed agents for enterprise workflows, with tasks graded against user-defined criteria.
7 key claims verifiedOur editorial team checked this profile against company information, vendor documentation, pricing information. Supported by 5 documented sources.
Editorial overview
Aggregated Overview
Current product capabilities and usage-based pricing are described on Labelbox's site, but no independent reviews of the newly launched Recursion Managed Agents were found. G2 feedback concerns the previous data-labeling product, so scores are cautious editorial assessments rather than user ratings or hands-on test results.
This profile combines documented product information and independent evidence where available. It is not a hands-on test unless TechZella explicitly identifies one.
Overview
Labelbox began in 2018 as software for creating AI training data. The company now presents two broader product areas: Horizon, which provides reinforcement-learning environments and evaluations for frontier models, and Recursion, which offers managed agents for enterprise work.
Recursion agents can start from schedules, events, Slack messages, webhooks, or API calls. They work across connected applications, can coordinate specialist agents, and return work graded against criteria defined by the customer. Labelbox’s public materials describe managed infrastructure, but do not list a fixed subscription price.
Labelbox Decision Snapshot
A quick way to understand who this product may suit, where its limits matter, and which facts are most relevant before you compare alternatives.
Best suited to
Enterprise teams automating recurring, multi-step work across business applications, especially when they need scheduled or event-triggered agents, rubric-based review, and a record of actions and results.
Look elsewhere if
Buyers seeking a publicly priced, seat-based subscription or an independently reviewed agent product may need more information before committing; Labelbox prices agent sessions by the hour and its new offering has little public third-party review coverage, and should evaluate alternatives such as UiPath or Microsoft Power Automate instead.
Platforms
API, Cloud, GitHub, Web
TechZella assessment
7.2/10
Labelbox — What Sets It Apart?
These are the product-specific differences that may matter when deciding whether the software fits your workflow. They are based on documented evidence rather than a universal ranking.
- Recursion Managed Agents can start from schedules, alerts, Slack messages, webhooks, or API calls rather than waiting for a person to prompt each task.
- Agents can coordinate specialists, use distinct models and permissions, and submit completed work to a separate grader using buyer-defined criteria.
- The company also offers Horizon, reinforcement-learning environments and evaluations for frontier-model development, alongside enterprise agents.
Labelbox Pros & Cons
Pros
- Can initiate recurring work from schedules, events, messages, webhooks, and API calls.
- Supports multi-agent workflows with distinct tools, models, and permission scopes.
- Uses customer-defined grading criteria and records evidence from agent sessions.
- Provides built-in Slack, GitHub, and Jira integrations.
Cons
- The public materials do not list a fixed agent-session hourly rate.
- Usage-based estimates require buyers to understand session duration and compute and model spend.
- Public third-party reviews found for Labelbox concern its earlier data-labeling product, not Recursion Managed Agents.
Labelbox Gotchas & Operational Limits
These are documented constraints or practical friction points that may matter before you adopt the product.
The $20 offer is described as introductory free credits for new teams, not as a permanent free plan.
A pilot can use the credit, but continued usage is billed under the session-hour model.
Evidence source ↗Agents can access only tools and permissions configured for them, and sensitive actions can require approval.
Teams need to configure credentials, access scopes, allowlists, and approval rules before automating consequential actions.
Evidence source ↗Labelbox Pricing & Plans
Recursion usage
Not publicly listed
per agent-session hour
Labelbox says the pre-launch estimate includes compute and model spend. No fixed public rate is stated.
Check current pricing →New-team credit
$20
one-time credit
Limited-time introductory credit for new teams, as stated in the Recursion launch announcement.
Check current pricing →Pricing may change. Verify current plans on the vendor's website.
Labelbox Competitors & Alternatives
Compare similar products directly, then see which alternatives may make more sense when your requirements differ.
At a glance
Artificial Intelligence Software| Decision factor | Labelbox | UiPath | Microsoft Power Automate |
|---|---|---|---|
| Pricing model | Recursion charges by agent-session hour and displays compute and model spend in an estimate before launch. | UiPath lists Basic at $25 per month and says Standard pricing is available from sales. Source ↗ | Microsoft documents free and paid user-license options, with a separate trial license for Power Automate. Source ↗ |
| Automation scope | Recursion focuses on managed agents that perform ongoing work, use specialist agents, and produce rubric-graded results. | UiPath describes a broader automation platform that combines agents, robots, and people in business processes. Source ↗ | Power Automate supports cloud flows and desktop-flow automation, including attended desktop flows under its free license. Source ↗ |
| Work initiation | Recursion agents can start from schedules, events, Slack messages, webhooks, and API calls. | UiPath's public plan page describes building and running automations, but does not specify the same Recursion-style session-hour pricing or grading approach. Source ↗ | Power Automate licensing documentation covers cloud-flow and desktop-flow runs, with entitlements depending on license and flow context. Source ↗ |
Only factors supported by the available research are shown. The comparison is descriptive, not a ranking.
Direct competitors
These products address broadly similar requirements. The descriptions focus on documented reasons a buyer might compare them with Labelbox.
UiPathPricing model: UiPath lists Basic at $25 per month and says Standard pricing is available from sales.
Microsoft Power AutomatePricing model: Microsoft documents free and paid user-license options, with a separate trial license for Power Automate.
Labelbox Features
Agent execution
- Start sessions from schedules, events, alerts, Slack messages, webhooks, or API calls
- Run long-running and asynchronous tasks in managed infrastructure
- Coordinate specialists or parallel agent teams
Evaluation and learning
- Grade completed work against customer-defined rubrics
- Record evidence and session outcomes for review
- Use reviewed session lessons as agent memory for later work
Integrations and controls
- Built-in Slack, GitHub, and Jira integrations
- Connect to more than 100 business applications and MCP servers
- Scope connected tools by permission and require approval for sensitive actions
Frontier AI
- Horizon reinforcement-learning environments
- Evaluation and training workflows for frontier models
- Labelbox's legacy data platform supports annotation across multiple data modalities
Demo & Screenshots
Labelbox Specifications
| Company founded | 2018 |
|---|---|
| Headquarters | San Francisco, California, United States |
| Hosting | Managed infrastructure for Recursion agents |
| Pricing model | Agent-session hour, with compute and model spend estimated before launch |
| Built-in integrations | Slack, GitHub, Jira |
| Application connectivity | More than 100 business apps and MCP servers, according to Labelbox |
| Public introductory credit | $20 for new teams for a limited time |
| Security controls described | Isolated sandboxes, vaulted credentials, scoped permissions, approval gates, and session records |
Deployment & System Footprint
Verified installation, hosting, administration, or environment details that can affect implementation.
| Hosting | Recursion Managed Agents are described as running in Labelbox-managed infrastructure and provisioned sandboxes. Source ↗ |
|---|---|
| Application access | Agents connect to supported business applications and can use a browser for tasks where an application has no API. Source ↗ |
Our evidence-based assessment
TechZella Score
A proprietary editorial score based on product capabilities, usability, value, performance, support and user sentiment evidence.
7.2/10Moderate confidence
Current product capabilities and usage-based pricing are described on Labelbox's site, but no independent reviews of the newly launched Recursion Managed Agents were found. G2 feedback concerns the previous data-labeling product, so scores are cautious editorial assessments rather than user ratings or hands-on test results.
Methodology v1.0. The assessment weighs feature coverage (25%), ease of use (15%), value for money (20%), performance (15%), support (10%) and user sentiment (15%), using researched product evidence and verified review evidence where available. It is a TechZella editorial assessment, not a direct user-review average.
Editorial transparency
Our Review Methodology
Key claims are linked to the sources used to verify them. This evidence record is separate from third-party user ratings.
TechZella evaluates software using documented product capabilities, pricing information, usability and value considerations, independent user evidence where available, and competitive context. The assessment is an editorial review, not a hands-on test unless one is explicitly identified. Our editorial assessment is based on 5 documented sources.
What TechZella adds
- Recursion Managed Agents can start from schedules, alerts, Slack messages, webhooks, or API calls rather than waiting for a person to prompt each task.
- Agents can coordinate specialists, use distinct models and permissions, and submit completed work to a separate grader using buyer-defined criteria.
- The company also offers Horizon, reinforcement-learning environments and evaluations for frontier-model development, alongside enterprise agents.
Important limitations
- The price is estimated per agent-session hour, with no public fixed price shown; buyers need to review the estimate before launching sessions.
- Public G2 reviews reflect the older data-labeling product, not the current Recursion Managed Agents release.
Evidence-backed claimsLabelbox was founded in 2018 and is headquartered in San Francisco. Labelbox's current products include Horizon and Recursion. Recursion agents can operate across more than 100 business apps and any MCP server. Recursion pricing is based on agent-session hours. The Recursion launch announcement describes isolated sandboxes, vaulted credentials, approval controls, and session records. Labelbox announced a partnership with Wipro on Horizon and Recursion. G2 lists a 4.5 out of 5 rating from 48 Labelbox reviews.
The company About page lists the founding year and San Francisco headquarters.
View source ↗Verified 2026-11-12The company describes Horizon as reinforcement-learning environments and evaluations for frontier models, and Recursion as managed enterprise agents.
View source ↗Verified 2026-11-12The launch page states support for 100+ business applications and MCP servers, and identifies Slack, GitHub, and Jira as built-in integrations.
View source ↗Verified 2026-11-12The product announcement says customers pay by the agent-session hour and see compute and model spend in an estimate before launch.
View source ↗Verified 2026-11-12The announcement describes controls for agent tools and credentials, human approvals for sensitive actions, and auditable session records.
View source ↗Verified 2026-11-12The November 11, 2026 announcement describes Wipro's work with the two products and its role helping customers connect systems and define workflows.
View source ↗Verified 2026-11-12The G2 product review page displays the aggregate rating and count, but those reviews are not specific to the newly launched Recursion agents.
View source ↗Verified 2026-11-12Labelbox FAQs
Answers begin with the clearest available response, followed by the context that helps you act on it.
Does Labelbox offer a free trial?
The Recursion launch page advertises $20 in free credits for new teams for a limited time. It does not describe this as a permanent free plan.
How is Recursion priced?
Labelbox says customers pay by agent-session hour and see compute and model spend in an estimate before launch.
Does Labelbox integrate with Slack, GitHub, or Jira?
Yes. The Recursion announcement identifies all three as built-in integrations. It also says the agents can connect to more than 100 business apps and MCP servers.
Can Recursion agents require approval before sensitive actions?
Yes. Labelbox describes approval gates for sensitive actions, along with permission scopes for connected tools.
Are Labelbox's G2 reviews ratings of Recursion?
No. G2 shows a rating for Labelbox, but the reviews relate to the earlier data-labeling product and do not independently assess the new Recursion agent release.
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