PIECES
Pieces (Mesh Intelligent Technologies, Inc.) is a Cincinnati-based software company that builds an on-device AI memory and productivity platform for software developers, data scientists, and enterprise engineering teams, sold via a freemium subscription and distributed through direct downloads and IDE plugin marketplaces.
- Company typePrivate
- Founded2020
- HeadquartersCincinnati, United States
- Headcount11–50
- GTM typeB2C
- OfferingSoftware
What PIECES does
Pieces, operating under the legal entity Mesh Intelligent Technologies, Inc., is a Cincinnati-based software company founded in 2020 that builds an on-device AI productivity platform aimed primarily at software developers, data scientists, and enterprise engineering teams. The product suite centers on a proprietary Long-Term Memory engine (LTM-2, with LTM-2.7 as the latest version) that runs locally on the user's machine, automatically capturing and contextualizing workflow data — code snippets, browser content, IDE activity, chats, and documents — across macOS, Windows, and Linux. Pieces' flagship Pieces Copilot+, including its Live Context capability, exposes this memory as a real-time contextual layer for both on-device LLMs (Llama 3, Phi-4, Granite, Gemma, Mistral) and cloud LLMs (Claude 4 Sonnet/Opus, Gemini 2.5, GPT-4), and the company has built an integration layer via the Model Context Protocol (MCP) to connect its memory to external AI tools such as GitHub Copilot, Claude Desktop, Cursor, and Goose. The company has achieved SOC 2 Type II certification and offers per-user isolated cloud infrastructure, positioning the platform for enterprise deployment.
Pieces operates a product-led, freemium business model. The Free tier provides core local AI features, the Copilot experience, Pieces Drive, and full local memory/chat history; the Pro plan is priced at $18.99 per month and unlocks premium cloud LLMs (Claude 4 Sonnet & Opus, Gemini 2.5) and early access to new models. Distribution is primarily self-serve through direct downloads from pieces.app and through IDE/browser plugin marketplaces (VS Code, JetBrains, Visual Studio, Sublime, Obsidian, Chrome). Go-to-market is reinforced by a community-led motion built around a 10,000+ member Discord, a YouTube podcast, the annual AI Productivity Summit, and weekly Community Sync events, alongside developer relations on GitHub. The company reports 150,000+ developers using the platform and has raised $13.5 million in Series A funding (July 2024, led by Drive Capital) plus a follow-on investment from Flat Capital (August 2025); revenue is not publicly disclosed.
PIECES firmographics
Firmographics- Name
- PIECES
- Legal name
- Mesh Intelligent Technologies, Inc.
- Website
- https://pieces.app
- Company type
- Private
- Founded year
- 2020
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Pieces (Mesh Intelligent Technologies, Inc.) is a Cincinnati-based software company that builds an on-device AI memory and productivity platform for software developers, data scientists, and enterprise engineering teams, sold via a freemium subscription and distributed through direct downloads and IDE plugin marketplaces.
- Ownership category
- akta.pro rank
PIECES industry classification
Industry- Product category
- AI Developer Productivity Software
- NAICS
- Software Publishers (5132), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (51821)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)
- akta.pro secondary industries
- Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI Integration & Orchestration Platforms (Connectors, Workflow, iPaaS for AI) (HDAEANAI), Edge AI Deployment, Orchestration & OTA Model Updates (HDAAAJAI)
Keywords
Where PIECES is headquartered
LocationHeadquarters
- HQ city
- Cincinnati
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
PIECES business model
Business model- GTM type
- B2C
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations
Revenue model
- Pro Subscription: Monthly subscription at $18.99/month providing access to premium LLMs including Claude 4 Sonnet & Opus, Gemini 2.5, and early access to new premium models as they launch. Converts from free tier.
- Free Tier: Free plan offering core local AI features including Copilot, Pieces Drive, and full local memory and chat history. Serves as user acquisition channel for Pro conversion.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Freemium | Others | Free Plan - Local AI features at no cost |
| Subscription | Monthly | Pro Plan - Premium AI capabilities |
Go-to-market motion2 records
Distribution channels2 records
Marketing channels6 records
PIECES product offering
Product offeringCore offering
Pieces sells an on-device AI productivity suite for software developers, comprising the Pieces Desktop App and Pieces OS runtime that automatically capture workflow context across the user's operating system. Its proprietary LTM-2 Long-Term Memory Engine and Pieces Copilot deliver context-aware AI assistance (code generation, debugging, snippet reuse, automated stand-ups) using both local and cloud LLMs, with IDE and browser plugins and MCP integration to external AI tools.
Product overview
Pieces is a suite of on-device AI productivity tools for developers organized as an integrated platform with a core Pieces OS runtime and Pieces Desktop App, augmented by Pieces Copilot (with and without Live Context), and supported by a plugin ecosystem for IDEs (VS Code, Visual Studio, JetBrains) and browsers (Chrome), plus Pieces Academy tutorials and MCP integration for external AI systems. The product family centers on proprietary Long-Term Memory technology (LTM-2/LTM-2.7) that captures and contextualizes developer workflow across all applications, powering the Pieces Copilot conversational AI assistant with both cloud and local LLM options. Pricing includes a Free plan with core features and a Pro plan at $18.99/month for premium models.
Differentiator
Problem solved
Functional benefit
Products and services
- Pieces Desktop App Main desktop application providing on-device AI productivity tools for developers, including AI-enabled code snippet management, automated metadata generation, Pieces Copilot with Live Context, and local LLM support for air-gapped security.
- Pieces OS Core system-level runtime powering the Pieces Suite, operating as a background service that manages long-term memory (LTM-2/LTM-2.7), local LLM routing, and context capture across all applications on the user's desktop.
- Pieces Copilot Context-aware AI coding assistant using Retrieval Augmented Generation that supports code generation, debugging, commenting, refactoring, and conversational assistance powered by both cloud and local LLMs, with Live Context integration for real-time workflow awareness.
- Pieces IDE Plugins
Quantifiable outcome
- 150,000+ developers at top companies use Pieces for enhanced productivity
- +2 more outcomes
Companies that use PIECES
Customer profileNamed customers3 records
Segments4 records
Ideal customer profiles3 records
PIECES technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration12 records
AI capability10 records
Feature6 records
PIECES partnerships and signals
Strategic signalPartnerships
Five partnerships are on record, tiered core.
- GooglecorePieces integrates with Google's Gemini models (1.5 Pro, 2.5) as LLM runtime options within the Pieces Copilot. Also featured on Google's Building with AI livestream series.
- MicrosoftcorePieces supports Microsoft's Phi-4 model and integrates with Microsoft Teams. Featured in Microsoft Open Source blog for on-device inferencing capabilities. Phi-4 is available in Pieces.
- IBMcorePieces integrates with IBM's Granite models (3B, 8B) as on-device LLM options. Co-hosted podcast with IBM's Ranjan Sinha discussing responsible AI approaches.
- AnthropiccorePieces integrates with Claude models (4 Sonnet & Opus) as premium cloud LLM options in the Pro tier. Supports Claude Desktop integration via MCP.
- MetacorePieces integrates with Meta's Llama 3 models (8B) as on-device LLM options. Also supports Gemma models.
Scale indicators6 records
Recent moves6 records
Expansion highlights5 records
PIECES competitors and assessment
Company assessmentEmerging players
- Mem.ai: AI-powered note-taking and self-organizing workspace product with similar "second brain" framing and automatic context capture. Comparable on the memory/knowledge management value proposition Pieces extends to developers.
- Continue: Open-source AI code assistant with IDE plugins and LLM-agnostic model support. Overlaps with Pieces on local-model execution, context-aware coding, and open extensibility, though it lacks Pieces' OS-level memory capture.
- Cline: Open-source autonomous coding agent for VS Code. Overlaps with Pieces on coding-agent workflows and LLM-agnostic design; an emerging threat on developer mindshare in the agentic IDE category.
Broad incumbents
- GitHub Copilot: Microsoft-owned AI coding assistant embedded across IDEs and GitHub. Overlaps with Pieces on AI-assisted coding and developer workflows, though GitHub Copilot operates at cloud-scale rather than local-first; Pieces' on-device LTM differentiates on privacy and offline use.
- JetBrains AI Assistant: JetBrains' native AI features inside IntelliJ-based IDEs. Competes with Pieces' JetBrains plugin on the same install base, leveraging deep IDE integration as a distribution channel Pieces must match.
Direct peers
- Cursor: AI-native code editor (Anysphere) providing context-aware code generation and chat. Direct competitor to Pieces Copilot for code generation, debugging, and refactoring, with comparable LLM-agnostic approach.
- Codeium (Windsurf): AI code completion and IDE-integrated copilot product, including the Windsurf agentic IDE. Competes head-to-head on free-tier coding assistance and supports local/private model deployments similar to Pieces' on-device positioning.
- Tabnine: AI code completion assistant with on-premise and air-gapped deployment options for enterprises. Closest functional overlap with Pieces' local-first, privacy-forward positioning within the coding-AI category.
- Cody (Sourcegraph): Sourcegraph's AI coding assistant that uses repository-level context to answer code questions. Directly comparable on context-grounded code AI, though focused on enterprise codebases rather than personal developer memory.
- Replit Agent: AI coding agent embedded in Replit's cloud IDE that builds, tests, and deploys apps autonomously. Comparable on the developer productivity / coding agent axis, though Replit is cloud-delivered versus Pieces' local-first.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
PIECES social profiles
Digital presencePIECES compliance and trust
Trust signalCompliance1 record
PIECES financial estimates
Financial estimateRevenue estimate
Valuation estimate
PIECES leadership team
Management profileNumber of profiles
Profiles3 records
PIECES funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
PIECES M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about PIECES
What does PIECES do?
Pieces sells an on-device AI productivity suite for software developers, comprising the Pieces Desktop App and Pieces OS runtime that automatically capture workflow context across the user's operating system. Its proprietary LTM-2 Long-Term Memory Engine and Pieces Copilot deliver context-aware AI assistance (code generation, debugging, snippet reuse, automated stand-ups) using both local and cloud LLMs, with IDE and browser plugins and MCP integration to external AI tools.
Is PIECES a public or private company?
PIECES is a private company. It is classified as venture growth investor backed and is currently operating.
When was PIECES founded?
PIECES was founded in 2020. It employs 11 to 50 people.
Where is PIECES based?
PIECES is headquartered in Cincinnati, United States, in the North America region.
How does PIECES make money?
Two revenue lines are on record. Pro Subscription is the primary driver. The others are free Tier.
Who are PIECES's main competitors?
Emerging players on record are Mem.ai, Continue and Cline. Broad incumbents are GitHub Copilot and JetBrains AI Assistant. Direct peers are Cursor, Codeium (Windsurf), Tabnine, Cody (Sourcegraph) and Replit Agent.
Does PIECES have an API?
Yes. PIECES exposes a public API. Developer documentation is at docs.pieces.app.
What industry is PIECES in?
PIECES's product category is AI Developer Productivity Software. Its primary akta.pro industry code is HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs), with a secondary code of HDAEANAC, Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem). Its NAICS code is 5132 and its SIC code is 7372.