What Puzzle does

Puzzle is a visual operations blueprinting SaaS platform founded in 2020 by Brian Ragone that enables organizations to map workflows, teams, tools, and data into a single connected operational architecture. The platform combines process documentation, team role design, tool mapping, and data flow visualization into an interconnected workspace where each step carries contextual information such as instructions, notes, links, requirements, and training videos. Two AI sub-products extend the platform: Nova AI, a built-in generative assistant that drafts documentation and changelog entries from meeting transcripts, and Puzzle MCP, a Model Context Protocol server that connects the blueprint to AI agents including Claude, ChatGPT, and Cursor so they can read operational context and propose changes back to the workspace.

The company operates a product-led, freemium go-to-market model anchored by self-serve sign-up with free, Starter, Builder, and Optimizer subscription tiers, plus an Enterprise plan that adds SSO and unlimited changelog entries. Revenue is primarily recurring SaaS subscriptions billed monthly or annually, supplemented by usage-based billing for Nova AI credits (with a BYOK option for users who supply their own model keys) and optional professional services for implementation, integration, and training. The company also runs a demo-based enterprise sales motion for larger accounts.

Puzzle targets operations teams across marketing, sales, service, finance, people, and IT functions, alongside digital agencies and freelancers who use the platform to document client work. Native integrations with Zapier, Make, HubSpot, and n8n allow users to surface automation coverage inside their blueprints, while MCP-enabled connections to Anthropic Claude and OpenAI ChatGPT extend the platform into AI agent workflows. The company claims 5,000+ teams and 250,000+ optimized workflows, though revenue, headcount specifics beyond '1–10 employees,' funding history, and detailed financial metrics are not publicly disclosed.

Name

Puzzle

Legal name

Puzzle Technologies Inc.

Website

https://puzzleapp.io

Company type

Private

Founded year

2020

Operating status

Operating

Headcount range

1–10 employees

Short description

Puzzle is a SaaS platform that lets teams and AI agents map workflows, roles, tools, and data into a single visual operational blueprint, sold via freemium subscriptions to operations teams, agencies, and freelancers.

Ownership category

akta.pro rank

Product category

Process Documentation and Operations Management Software

NAICS

Other Computer Related Services (541519), Computer Systems Design and Related Services (54151)

SIC

Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Integrated Systems Design (7373)

akta.pro primary industry

Process Mining & Task Mining Platforms (HDAEAHAD)

Keywords

• Process documentation software
• Operations mapping platform
• Visual workflow management
• AI agent operations
• Business process blueprinting

Headquarters

HQ city

Sarasota

HQ country

United States

HQ region

North America

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations

Revenue model

1. Subscription Services: Puzzle offers subscription-based services with multiple tiers (Starter, Builder, Optimizer, Enterprise). Users can access the service as Free Users with limited features, or as paid Subscribers with full feature access. Subscriptions are billed in advance on monthly or annual cycles.
2. Professional Services: Implementation, consulting, configuration, integration, training, advisory, and development services provided as described in Orders. Billed on time and materials basis at rates specified in Master Services Agreement.

Pricing tiers

Go-to-market motion3 records

Distribution channels2 records

Marketing channels6 records

Core offering

Puzzle is a SaaS visual operations blueprinting platform that lets teams map workflows, team roles, tools, and data flows as one interconnected workspace. It provides step-level documentation with rich context, cost analysis, automation visibility, and AI-agent connectivity via Nova AI and an MCP server. Customers subscribe monthly or annually across Starter, Builder, Optimizer, and Enterprise tiers, with a free tier available for individual users.

Product overview

Puzzle is a visual operations blueprinting platform designed for teams and AI agents. The core product provides interconnected workspaces where users map processes, define team roles, document tools, and visualize data flows as a single connected blueprint. Two AI-powered sub-products extend the platform: Nova AI acts as a built-in assistant that automates documentation by generating step notes and drafting changelog entries from meeting transcripts, while Puzzle MCP connects the blueprint to external AI agents (Claude, ChatGPT, and other MCP-compatible tools) so they can read operational context and propose changes back to the blueprint. All three components share a unified workspace structure with sections, steps, roles, and tools.

Differentiator

Problem solved

Functional benefit

Products and services

• Puzzle Core SaaS platform that enables teams to map workflows, team roles, tools, and data flows as one interconnected visual blueprint. Provides step-level documentation (instructions, notes, links, training videos), role assignment, cost-per-step analysis, a built-in changelog, conditional step coloring, and native integrations with Zapier, Make, n8n, and HubSpot. Sold via Starter, Builder, Optimizer, and Enterprise subscriptions with a free tier available.
• Nova AI Built-in generative AI assistant inside Puzzle that drafts step notes and changelog rationales from meeting transcripts or raw notes, and summarizes workflow context to accelerate process documentation. Available via Puzzle Nova Credits or BYOK (Bring Your Own AI key).
• Puzzle MCP (Model Context Protocol) Model Context Protocol server that exposes the Puzzle operational blueprint (processes, teams, tools, data models) to Claude, ChatGPT, Cursor, and any other MCP-compatible AI agent. Allows agents to read the full operational architecture, answer questions grounded in how the business actually runs, and write proposed changes back into the blueprint. Available on all plans.

Quantifiable outcome

• Trusted by 5,000+ teams mapping how their operations work
• +1 more outcomes

Named customers6 records

Segments5 records

Ideal customer profiles5 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration4 records

AI capability5 records

Feature8 records

Partnerships

Six partnerships are on record, tiered core.

• ZapiercoreTechnology or IntegrationNative integration allowing users to sync with Zapier Zaps, map and monitor how automations work within their processes. Puzzle offers both Zapier Import Action and full integration to manage and sync automations within workflows.
• Make (formerly Integromat)coreTechnology or IntegrationIntegration allows users to sync with Make Scenarios, mapping and monitoring how automations work within processes. Step-by-step integration guide available.
• HubSpotcoreTechnology or IntegrationHubSpot CRM integration enables users to sync with HubSpot workflows and forms, mapping and monitoring customer journey processes. Includes both workflow and form sync capabilities.
• n8ncoreTechnology or IntegrationIntegration enables users to visualize n8n workflows directly within Puzzle process maps, syncing and managing automation workflows inside the process documentation.
• Anthropic (Claude)coreTechnology or IntegrationPuzzle MCP connects Puzzle's operational blueprint to Claude and other MCP-compatible AI tools, allowing AI agents to read and understand the entire operational architecture including processes, teams, tools, and data models.
• OpenAI (ChatGPT)coreTechnology or IntegrationPuzzle MCP connects Puzzle's operational blueprint to ChatGPT and other MCP-compatible AI tools, enabling AI agents to understand how the business actually runs and propose changes back to the blueprint.

Scale indicators2 records

Recent moves5 records

Expansion highlights5 records

Broad incumbents

• Notion: Notion is a broad documentation and workspace platform. Puzzle explicitly positions itself as 'Notion meets Miro,' competing with Notion for the documentation depth layer of operational knowledge management.
• Creatio: Creatio is a no-code BPM and workflow automation platform with strong process modeling capabilities. It competes with Puzzle at the workflow-and-process-documentation layer for operations teams.
• Nintex: Nintex is a larger BPM and workflow automation suite used by enterprises. It competes in the broader process management category that Puzzle targets with its workflow canvas and team/tool mapping.

Direct peers

• Miro: Miro is a leading visual collaboration and diagramming platform. It competes directly with Puzzle for the visual process-mapping and team collaboration use case that anchors Puzzle's core product.
• Process Street: Process Street is a process documentation and checklist platform for operational teams. It directly targets the same 'process-as-a-system' buyer that Puzzle serves with workflow canvases and team designer capabilities.
• Scribe: Scribe auto-generates step-by-step process documentation from screen recordings. It competes with Puzzle in the process documentation and SOP creation use case, particularly for operations and enablement teams.
• Mural: Mural is a visual collaboration platform used by enterprises for workshops and process mapping. It competes with Puzzle for the visual operations blueprint and team-design workflows within larger organizations.
• Lucidchart (Lucid): Lucidchart is a dedicated diagramming and process mapping tool widely used by operations teams. It is a direct competitor in flowcharting, BPM, and process documentation — the same core workflow Puzzle targets.
• Whimsical: Whimsical offers flowcharts, wireframes, and docs aimed at product and operations teams. It overlaps directly with Puzzle's process-documentation and visual-diagramming use cases for SMB and mid-market buyers.
• Trainual: Trainual is a playbook and process documentation platform for SMBs. It overlaps with Puzzle's organization and freelancer use cases around documenting how a business runs.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat4 records

Key risks6 records

Key highlights6 records

Customer concentration

• YouTubeyoutube.com/@puzzleapp_io

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds1 record

Investors

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

M&A

Investments

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

Frequently asked questions about Puzzle