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Freeplay

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uuid0000gy3

Namestring
Freeplay
Legal namestring
228 Labs, Inc.
Company typeenum
Private
Founded yearint
2022
Descriptiontext

Freeplay (legally 228 Labs, Inc.) is a private software company, founded in 2022 and headquartered in Lafayette, Colorado, that provides an ops platform for AI engineering teams building generative AI products and AI agents. The platform connects observability, evaluations, testing, and prompt management into a continuous improvement loop, enabling teams to trace every completion, tool call, and agent step; run custom LLM-as-Judge, human-review, and code-based evaluations; build test harnesses on production data; and manage prompt versions across environments. An AI-augmented layer — including Review Insights, Evaluation Insights, Automated Prompt Optimization, Auto-Categorization, and an Eval Creation Assistant — analyzes production logs and human feedback to surface actionable improvements, and a data flywheel feeds production traces back into test cases and new eval criteria.

The platform is framework- and provider-agnostic, integrating natively with OpenAI, Anthropic, Google, Azure, Mistral AI, and AWS Bedrock, and is exposed via Python and JavaScript/TypeScript SDKs plus a REST API with OpenAI-compatible endpoints. Freeplay monetizes through a SaaS subscription with a freemium tier and a quote-based enterprise tier that includes SOC 2 Type II, SSO/SCIM, RBAC, custom DPAs, and HIPAA-eligible BAAs, supplemented by professional services such as dedicated field development engineers, training, and Slack-based support. Distribution is hybrid: self-serve SaaS for mid-market and developer-led adoption, paired with direct enterprise sales; named customers include Cisco Duo, Chime, Help Scout, Postscript, and Superhuman. The company has raised approximately $8.81M across an April 2023 seed and a September 2024 Series A led by Renegade Partners.

Short descriptiontext

Freeplay provides an AI engineering ops platform connecting observability, evaluations, and testing into a continuous improvement loop for generative AI products. It serves enterprise AI engineering teams building LLM-powered agents, with customers including Cisco Duo, Chime, and Superhuman.

Operating statusenum
Operating
Ownership categoryenum
Headcount rangeband
11–50
akta.pro rankint
HeadquartersBoulder, United States
HQ citystring
Boulder
HQ countrystring
United States
HQ regionstring
North America
Markets served

Serves global market

Offices1 record

Each record includes

City, Country, Type, Description, Source

Keyword5 values
AI observability platform, LLM evaluation tools, AI testing software, prompt management platform, AI engineering workflows
Industry2 codes
1End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management)
CodeHDAEANAAPrimaryYes
2AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs)
CodeHDAEANAJPrimaryNo
NAICS code1 code
  • Software Publishers5132
SIC code1 code
  • Services-Prepackaged Software7372
Product category
AI Engineering Operations Platform
GTM motion2 records

Each record includes

Type, Description, Source

Revenue model2 records
1SaaS Subscription
TypeSubscription Recurring
Description

Software services provided as a hosted interface accessible through web application. Access through accounts with Authorized Users. Enterprise features include SOC2 Type II security, SSO & SCIM, RBAC, custom DPAs, and BAAs for HIPAA.

freeplay.ai
2Professional Services
TypeProfessional Services
Description

Dedicated FDEs (Field Development Engineers), Slack support, office hours, training, and professional services available as specified in Orders.

freeplay.ai
Marketing channels7 records

Each record includes

Title, Type, Stage, Description, Source

Distribution channels2 records

Each record includes

Title, Type, Scope, Target buyer, Description, Source

Cost components5 values
Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations
Pricing details2 tiers
1Free Access tier with basic features
ModelFreemiumBilling cadencePay-as-you-go
Notes

Free access to core Software Services for internal business purposes. Limited to unspecified features.

freeplay.ai
2Enterprise tier with full capabilities
ModelSubscriptionBilling cadenceAnnual
Notes

Enterprise features including SOC2 Type II, SSO & SCIM, RBAC, custom DPAs, BAAs for HIPAA, dedicated FDEs, Slack support, office hours, training, professional services. Custom agreements available.

freeplay.ai
GTM typeB2B
B2B
Offering typeSoftware
Software
Core offering1 text field

Freeplay provides an AI engineering ops platform that connects observability, evaluations, and testing into a continuous improvement loop for generative AI products and agents. The platform enables teams to trace completions and agent steps in production, run custom and LLM-as-Judge evaluations, manage and version prompts, perform regression testing, and use AI-powered insights (including Review Insights and automated prompt optimization) to ship AI features with confidence. It is delivered as a SaaS product with SDKs, a REST API, and enterprise-grade security (SOC 2 Type II, HIPAA, GDPR).

Differentiator
Functional benefit
Problem solved
Quantifiable outcome1 of 3 values shown
  • Released an LLM feature a month ahead of time
+2 more records
Product overview1 text field

Freeplay is an AI engineering ops platform that provides a unified workflow connecting observability, evaluations, and testing for continuous improvement of AI products. The core platform includes Observability (for tracing completions and agent steps), Evaluations (LLM-as-Judge, human review, and code-driven), Testing, Prompt Management, and Review Queues. AI-powered features include AI Insights (Review Insights and Evaluation Insights), Model-Graded Evaluations, Eval Creation Assistant, Auto-Categorization, and Prompt Optimization. The platform supports automated workflows through Automations and offers SDKs for Python and JavaScript/TypeScript plus a REST API with OpenAI support. Deployment options include SaaS and self-hosted. Customers include Superhuman Mail, Cisco Duo, Chime, Help Scout, and Postscript.

Product and service3 records
1Freeplay Platform
CategoryAI Engineering Operations Platform
Description

Freeplay's core SaaS product: an AI engineering ops platform that connects observability, evaluations, and testing into a continuous improvement loop for generative AI products and agents. Targeted at enterprise product development teams building and deploying AI features in production.

2Freeplay SDK
CategoryDeveloper Tool
Description

Software development kits for Python and JavaScript/TypeScript that enable developers to integrate Freeplay, record API calls, fetch prompts, and run test cases programmatically.

3Freeplay API
CategoryDeveloper Tool
Description

REST API with OpenAI-compatible endpoints for recording completions, running evaluations, and managing prompts programmatically. Suits integration into existing AI workflows and automation pipelines.

Scale indicator2 records

Each record includes

Type, Value, Description, Source

Partnership7 partners
Strategic tierCoreTypeTechnology or Integration
Description

SDK and integration support for Anthropic's Claude models. Provider-agnostic approach supporting multiple LLM providers.

Strategic tierCoreTypeTechnology or Integration
Description

Full API with OpenAI support and SDK integration. Provider-agnostic approach supporting OpenAI models alongside other providers.

Strategic tierCoreTypeTechnology or Integration
Description

Integration support for Google Gemini models. Provider-agnostic approach supporting multiple LLM providers.

Strategic tierCoreTypeTechnology or Integration
Description

Integration support for Mistral AI models. Provider-agnostic approach supporting multiple LLM providers.

Strategic tierCoreTypeTechnology or Integration
Description

Integration for AWS Bedrock including support for Llama and other models available through AWS.

6Azure AI
Strategic tierCoreTypeTechnology or Integration
Description

Integration support for Azure AI models and deployments.

freeplay.ai
7Agent Plugin & MCP Server
Strategic tierCoreTypeTechnology or Integration
Description

Freeplay Agent Plugin and MCP Server enabling seamless integration with AI agents and automation workflows. Available on GitHub (freeplayai/freeplay-mcp, freeplayai/freeplay-plugin).

freeplay.ai
Recent move6 records

Each record includes

Date, Type, Title, Description, Source

Expansion highlight7 records

Each record includes

Type, Description

Peers10 records
TypeDirect peer
Description

LangSmith (by LangChain) provides LLM observability, evaluation, testing, and prompt management for AI engineering teams. It is the most direct competitor to Freeplay, targeting the same buyer persona with overlapping features including tracing, evals, and dataset management.

TypeDirect peer
Description

Arize AI offers LLM observability and evaluation tooling with tracing, online evals, and prompt engineering workflows. It serves enterprise AI teams with comparable observability, evaluation, and production monitoring capabilities to Freeplay.

TypeDirect peer
Description

Langfuse is an open-source LLM engineering platform providing tracing, evaluation, prompt management, and dataset tooling. It targets the same AI engineering persona with an overlapping feature set and open-source deployment model.

TypeDirect peer
Description

Helicone provides LLM observability and analytics with logging, tracing, and evals for AI applications. It targets AI engineering teams with a developer-first observability platform that competes directly with Freeplay's tracing and monitoring features.

TypeDirect peer
Description

Humanloop offers prompt management, evaluation, and observability tooling for LLM-powered applications. It serves product and engineering teams with a similar ops workflow to Freeplay, including prompt versioning and human review.

TypeBroad incumbent
Description

Weights & Biases is an established MLOps platform expanding into LLM evaluation and observability via its Weave product. It serves a broader ML/AI engineering persona but increasingly competes with Freeplay on LLM tracing and evaluation.

TypeBroad incumbent
Description

Datadog offers broad infrastructure and APM observability and has added LLM observability features through integrations and its LLM-aware monitoring capabilities. It is a broad incumbent that overlaps with Freeplay at the enterprise observability layer.

TypeBroad incumbent
Description

Honeycomb provides production observability for engineering teams and has expanded into AI/LLM observability use cases. It serves enterprise platform teams with a broader observability scope than Freeplay but overlaps on tracing and quality monitoring.

TypeBroad incumbent
Description

Comet is an MLOps platform with experiment tracking, model monitoring, and LLM evaluation features. It serves ML/AI engineering teams with a broader scope than Freeplay but overlaps on experiment management and production evaluation.

TypeEmerging player
Description

WhyLabs provides AI observability and monitoring with a focus on data quality, model performance, and LLM evaluation. It serves AI/ML engineering teams with features that overlap Freeplay's observability and evaluation capabilities, particularly for production monitoring.

Market position
Strengths5 records

Each record includes

Headline, Details, Source

Weaknesses5 records

Each record includes

Headline, Details, Source

Competitive moat4 records

Each record includes

Type, Details

Key risks5 records

Each record includes

Headline, Details, Source

Key highlights7 records

Each record includes

Headline, Details, Source

Customer concentration

Classification, Details

Named customers6 records

Each record includes

Name, Industry, Type, Use case, Source, UUID

Segment4 records

Each record includes

Title, Type, Primary, Description, Pain point addressed, Use case, Source

Ideal customer profile3 records

Each record includes

Profile, Firmographic size, Sales motion, Sales cycle length, Buying structure, Purchase trigger, Buyer persona, Geography, Industry vertical, Primary use case, Description, Pain points, Evidence proof points, Target buyer

Technology focused
Yes
API detail
Has APIbool
Yes

Docs URL, Description

Integration6 records

Each record includes

Title, Type, Description, Source

AI capability9 records

Each record includes

Type, Description, Source

AI maturity
App detail

Has app

Feature9 records

Each record includes

Title, Differentiator, Description, Source

Core technology
Revenue estimate
Valuation estimate
Number of profiles
Profiles2 records

Each record includes

Name, Designation, Designation category, Overview, Profile commentary, Source

No data
Compliance3 records

Each record includes

Name, Class, Description

Funding overview

Funding stage, Last funding date, Total funding USD

Funding rounds2 records

Each record includes

Round, Amount USD, Date, Pre money valuation, Total investors, Investors, News

Investors8 records

Each record includes

Name, Type, Date of entry, Rounds participated, Website

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Each record includes

Name, Acquisition type, Announced date, Completed date, Status, Website, News

Investment

Each record includes

Name, Round, Announced date, Lead investor, Website, News

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Freeplay

AI Engineering Operations Platformfreeplay.ai

Freeplay provides an AI engineering ops platform connecting observability, evaluations, and testing into a continuous improvement loop for generative AI products. It serves enterprise AI engineering teams building LLM-powered agents, with customers including Cisco Duo, Chime, and Superhuman.

What Freeplay does

Freeplay (legally 228 Labs, Inc.) is a private software company, founded in 2022 and headquartered in Lafayette, Colorado, that provides an ops platform for AI engineering teams building generative AI products and AI agents. The platform connects observability, evaluations, testing, and prompt management into a continuous improvement loop, enabling teams to trace every completion, tool call, and agent step; run custom LLM-as-Judge, human-review, and code-based evaluations; build test harnesses on production data; and manage prompt versions across environments. An AI-augmented layer — including Review Insights, Evaluation Insights, Automated Prompt Optimization, Auto-Categorization, and an Eval Creation Assistant — analyzes production logs and human feedback to surface actionable improvements, and a data flywheel feeds production traces back into test cases and new eval criteria.

The platform is framework- and provider-agnostic, integrating natively with OpenAI, Anthropic, Google, Azure, Mistral AI, and AWS Bedrock, and is exposed via Python and JavaScript/TypeScript SDKs plus a REST API with OpenAI-compatible endpoints. Freeplay monetizes through a SaaS subscription with a freemium tier and a quote-based enterprise tier that includes SOC 2 Type II, SSO/SCIM, RBAC, custom DPAs, and HIPAA-eligible BAAs, supplemented by professional services such as dedicated field development engineers, training, and Slack-based support. Distribution is hybrid: self-serve SaaS for mid-market and developer-led adoption, paired with direct enterprise sales; named customers include Cisco Duo, Chime, Help Scout, Postscript, and Superhuman. The company has raised approximately $8.81M across an April 2023 seed and a September 2024 Series A led by Renegade Partners.

Freeplay firmographics

Firmographics
Name
Freeplay
Legal name
228 Labs, Inc.
Website
https://freeplay.ai
Company type
Private
Founded year
2022
Operating status
Operating
Headcount range
11–50 employees
Short description
Freeplay provides an AI engineering ops platform connecting observability, evaluations, and testing into a continuous improvement loop for generative AI products. It serves enterprise AI engineering teams building LLM-powered agents, with customers including Cisco Duo, Chime, and Superhuman.
Ownership category
akta.pro rank

Freeplay industry classification

Industry
Product category
AI Engineering Operations Platform
NAICS
Software Publishers (5132)
SIC
Services-Prepackaged Software (7372)
akta.pro primary industry
End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management) (HDAEANAA)
akta.pro secondary industry
AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

Keywords

  • AI observability platform
  • LLM evaluation tools
  • AI testing software
  • Prompt management platform
  • AI engineering workflows

Where Freeplay is headquartered

Location

Headquarters

HQ city
Boulder
HQ country
United States
HQ region
North America

Offices1 record

Markets served

Freeplay business model

Business model
GTM type
B2B
Offering type
Software
Cost components
Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations

Revenue model

  1. SaaS Subscription: Software services provided as a hosted interface accessible through web application. Access through accounts with Authorized Users. Enterprise features include SOC2 Type II security, SSO & SCIM, RBAC, custom DPAs, and BAAs for HIPAA.
  2. Professional Services: Dedicated FDEs (Field Development Engineers), Slack support, office hours, training, and professional services available as specified in Orders.

Pricing tiers

ModelBillingPrice
FreemiumPay-as-you-goFree Access tier with basic features
SubscriptionAnnualEnterprise tier with full capabilities

Go-to-market motion2 records

Distribution channels2 records

Marketing channels7 records

Freeplay product offering

Product offering

Core offering

Freeplay provides an AI engineering ops platform that connects observability, evaluations, and testing into a continuous improvement loop for generative AI products and agents. The platform enables teams to trace completions and agent steps in production, run custom and LLM-as-Judge evaluations, manage and version prompts, perform regression testing, and use AI-powered insights (including Review Insights and automated prompt optimization) to ship AI features with confidence. It is delivered as a SaaS product with SDKs, a REST API, and enterprise-grade security (SOC 2 Type II, HIPAA, GDPR).

Product overview

Freeplay is an AI engineering ops platform that provides a unified workflow connecting observability, evaluations, and testing for continuous improvement of AI products. The core platform includes Observability (for tracing completions and agent steps), Evaluations (LLM-as-Judge, human review, and code-driven), Testing, Prompt Management, and Review Queues. AI-powered features include AI Insights (Review Insights and Evaluation Insights), Model-Graded Evaluations, Eval Creation Assistant, Auto-Categorization, and Prompt Optimization. The platform supports automated workflows through Automations and offers SDKs for Python and JavaScript/TypeScript plus a REST API with OpenAI support. Deployment options include SaaS and self-hosted. Customers include Superhuman Mail, Cisco Duo, Chime, Help Scout, and Postscript.

Differentiator

Problem solved

Functional benefit

Products and services

  • Freeplay Platform Freeplay's core SaaS product: an AI engineering ops platform that connects observability, evaluations, and testing into a continuous improvement loop for generative AI products and agents. Targeted at enterprise product development teams building and deploying AI features in production.
  • Freeplay SDK Software development kits for Python and JavaScript/TypeScript that enable developers to integrate Freeplay, record API calls, fetch prompts, and run test cases programmatically.
  • Freeplay API REST API with OpenAI-compatible endpoints for recording completions, running evaluations, and managing prompts programmatically. Suits integration into existing AI workflows and automation pipelines.

Quantifiable outcome

  • Released an LLM feature a month ahead of time
  • +2 more outcomes

Companies that use Freeplay

Customer profile

Named customers6 records

Segments4 records

Ideal customer profiles3 records

Freeplay technology and API

Technology

Technology focussed Yes

API detail

Has API
Yes
API docs
API detail

Core technology

AI maturity

App detail

Integration6 records

AI capability9 records

Feature9 records

Freeplay partnerships and signals

Strategic signal

Partnerships

Seven partnerships are on record, tiered core.

  • AnthropiccoreTechnology or IntegrationSDK and integration support for Anthropic's Claude models. Provider-agnostic approach supporting multiple LLM providers.
  • OpenAIcoreTechnology or IntegrationFull API with OpenAI support and SDK integration. Provider-agnostic approach supporting OpenAI models alongside other providers.
  • Google (Gemini)coreTechnology or IntegrationIntegration support for Google Gemini models. Provider-agnostic approach supporting multiple LLM providers.
  • Mistral AIcoreTechnology or IntegrationIntegration support for Mistral AI models. Provider-agnostic approach supporting multiple LLM providers.
  • AWS (Bedrock)coreTechnology or IntegrationIntegration for AWS Bedrock including support for Llama and other models available through AWS.
  • Azure AIcoreTechnology or IntegrationIntegration support for Azure AI models and deployments.
  • Agent Plugin & MCP ServercoreTechnology or IntegrationFreeplay Agent Plugin and MCP Server enabling seamless integration with AI agents and automation workflows. Available on GitHub (freeplayai/freeplay-mcp, freeplayai/freeplay-plugin).

Scale indicators2 records

Recent moves6 records

Expansion highlights7 records

Freeplay competitors and assessment

Company assessment

Direct peers

  • LangSmith: LangSmith (by LangChain) provides LLM observability, evaluation, testing, and prompt management for AI engineering teams. It is the most direct competitor to Freeplay, targeting the same buyer persona with overlapping features including tracing, evals, and dataset management.
  • Arize AI: Arize AI offers LLM observability and evaluation tooling with tracing, online evals, and prompt engineering workflows. It serves enterprise AI teams with comparable observability, evaluation, and production monitoring capabilities to Freeplay.
  • Langfuse: Langfuse is an open-source LLM engineering platform providing tracing, evaluation, prompt management, and dataset tooling. It targets the same AI engineering persona with an overlapping feature set and open-source deployment model.
  • Helicone: Helicone provides LLM observability and analytics with logging, tracing, and evals for AI applications. It targets AI engineering teams with a developer-first observability platform that competes directly with Freeplay's tracing and monitoring features.
  • Humanloop: Humanloop offers prompt management, evaluation, and observability tooling for LLM-powered applications. It serves product and engineering teams with a similar ops workflow to Freeplay, including prompt versioning and human review.

Broad incumbents

  • Weights & Biases: Weights & Biases is an established MLOps platform expanding into LLM evaluation and observability via its Weave product. It serves a broader ML/AI engineering persona but increasingly competes with Freeplay on LLM tracing and evaluation.
  • Datadog: Datadog offers broad infrastructure and APM observability and has added LLM observability features through integrations and its LLM-aware monitoring capabilities. It is a broad incumbent that overlaps with Freeplay at the enterprise observability layer.
  • Honeycomb: Honeycomb provides production observability for engineering teams and has expanded into AI/LLM observability use cases. It serves enterprise platform teams with a broader observability scope than Freeplay but overlaps on tracing and quality monitoring.
  • Comet: Comet is an MLOps platform with experiment tracking, model monitoring, and LLM evaluation features. It serves ML/AI engineering teams with a broader scope than Freeplay but overlaps on experiment management and production evaluation.

Emerging players

  • WhyLabs: WhyLabs provides AI observability and monitoring with a focus on data quality, model performance, and LLM evaluation. It serves AI/ML engineering teams with features that overlap Freeplay's observability and evaluation capabilities, particularly for production monitoring.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks5 records

Key highlights7 records

Customer concentration

Freeplay social profiles

Digital presence

Freeplay compliance and trust

Trust signal

Compliance3 records

Freeplay financial estimates

Financial estimate

Revenue estimate

Valuation estimate

Freeplay leadership team

Management profile

Number of profiles

Profiles2 records

Freeplay funding detail

Funding detail

Funding overview

Funding rounds2 records

Investors8 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

Freeplay M&A and investment

M&A and investment

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Freeplay

What does Freeplay do?

Freeplay provides an AI engineering ops platform that connects observability, evaluations, and testing into a continuous improvement loop for generative AI products and agents. The platform enables teams to trace completions and agent steps in production, run custom and LLM-as-Judge evaluations, manage and version prompts, perform regression testing, and use AI-powered insights (including Review Insights and automated prompt optimization) to ship AI features with confidence. It is delivered as a SaaS product with SDKs, a REST API, and enterprise-grade security (SOC 2 Type II, HIPAA, GDPR).

Is Freeplay a public or private company?

Freeplay is a private company. It is classified as venture growth investor backed and is currently operating.

When was Freeplay founded?

Freeplay was founded in 2022. It employs 11 to 50 people.

Where is Freeplay based?

Freeplay is headquartered in Boulder, United States, in the North America region.

How does Freeplay make money?

Two revenue lines are on record. SaaS Subscription is the primary driver. The others are professional Services.

Who are Freeplay's main competitors?

Direct peers on record are LangSmith, Arize AI, Langfuse, Helicone and Humanloop. Broad incumbents are Weights & Biases, Datadog, Honeycomb and Comet. WhyLabs is listed as an emerging player.

Does Freeplay have an API?

Yes. Full API with OpenAI support. Freeplay provides a public API that developers can use to integrate with the platform. The API supports LLM request/response data processing for product experimentation, automated testing, LLM observability, and data labeling & curation. Developer documentation is at docs.freeplay.ai/openapi/introduction.

What industry is Freeplay in?

Freeplay's product category is AI Engineering Operations Platform. Its primary akta.pro industry code is HDAEANAA, End-to-End Enterprise AI Platforms (MLOps & Model Lifecycle Management), with a secondary code of HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs). Its NAICS code is 5132 and its SIC code is 7372.

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