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With AI, Everyone is a Dev. EveryDev.ai © 2026
    1. Home
    2. Developers
    3. Token Fabrics

    Token Fabrics

    Token Fabrics builds user-controlled, local-first AI software. Its flagship Big-AGI is an expert AI workspace designed to let people compare and fuse multiple models, avoid vendor lock-in, and keep control of their data and API keys.

    Visit Website

    At a Glance

    1Tool Listed
    4Products
    10Capabilities
    Discussions
    San Diego, CaliforniaHeadquarters
    2024Est.
    Focus Areas
    LLM Orchestration
    Conversational Agents
    LLM Evaluations
    Connect
    Latest News
    Big-AGI added Claude Code chat export with resumable sessions or chat-folder ZIPs and added Mistral Large 4 preview support.Oct 11, 2026
    Added Claude Haiku 5.5, Labs markdown display for user messages, and Beam control over shared OpenAI code sandboxes.Oct 7, 2026
    Markets
    • AI experts and researchers
    • Physicians and high-stakes professional users
    • Developers, founders, and technical teams
    • Organizations needing self-hosted or on-premises AI
    • +1 more

    AI Tools by Token Fabrics

    (1)
    View Big-AGI
    Big-AGI tool icon

    Big-AGI

    Multi Model AI Chat Workspace

    LLM OrchestrationConversational AILLM Evaluations

    Discussions

    No discussions yet

    Be the first to start a discussion about Token Fabrics

    Latest News

    10/11/2026

    Big-AGI added Claude Code chat export with resumable sessions or chat-folder ZIPs and added Mistral Large 4 preview support.

    big-agi.com
    10/07/2026

    Added Claude Haiku 5.5, Labs markdown display for user messages, and Beam control over shared OpenAI code sandboxes.

    big-agi.com
    10/05/2026

    Added Gemini drawing/image editing, Gemini text-to-speech updates, message timestamps, and Save Chat for incognito chats.

    big-agi.com
    09/29/2026

    Added GPT-6.1 Sol and an Ultrafast GPT-6 Astra service tier.

    big-agi.com

    Products & Services

    4
    Big-AGI
    March 18, 2023 (initial public GitHub release)

    A local-first, multi-model AI workspace and web app for comparing several models, running Beam parallel chats, merging responses, configuring personas, using voice and attachments, inspecting requests, and connecting cloud or local models.

    Big-AGI Open
    2023

    MIT-licensed open-source edition that users deploy and operate themselves, including via GitHub and Docker.

    Big-AGI Free
    2026

    Hosted full workspace at no cost, with multi-model Beam, Personas, and BYOK model access.

    Big-AGI Pro
    2026

    Paid hosted subscription adding encrypted cloud backup/sync across devices, 1 GB storage, and email support from the builder.

    Market Position

    Token Fabrics positions Big-AGI against single-model chat products and closed, vendor-controlled AI workspaces by emphasizing multi-model Beam/Fusion, model-provider choice, BYOK economics, local-first storage, inspectable requests, and self-hosting. The product's own site contrasts it with TypingMind and the broader ChatGPT/Claude/Gemini consumer subscription model; its differentiators are parallel model comparison, transparent controls, and no markup on model usage.

    Leadership

    Founders

    ER

    Enrico Ros

    Founder and manager of Token Fabrics and creator of Big-AGI. Public profiles describe him as an AI builder with prior experience in AI tools and chips and at Qualcomm Ventures; his GitHub profile identifies him as Enrico Ros and the Big-AGI repository credits him as author.

    Executive Team

    ER

    Enrico Ros

    Founder and CEO; Manager of Token Fabrics LLC

    Builds Big-AGI and describes himself publicly as an AI builder; prior experience includes AI tools, chips, and Qualcomm Ventures.

    Founding Story

    The company was formed as the operating entity for Enrico Ros's effort to build AI tools that put users in control. Big-AGI began as a public GitHub project on March 18, 2023; the stated vision is local-first, transparent, open AI software with no vendor lock-in and user-owned model access.

    Business Model

    Revenue Model

    Hosted subscriptions fund development. Big-AGI uses a BYOK model: users pay AI providers directly for model usage, while Token Fabrics charges for hosted Pro features; it says it does not meter, cap, or take a cut of model usage.

    Pricing Tiers

    Big-AGI Open

    Free MIT-licensed self-hosted edition; users pay their own infrastructure costs.

    Big-AGI Free

    Free hosted tier with the full workspace and users' own provider keys.

    Big-AGI Pro
    $10.99/month

    Cloud backup, multi-device sync with 1 GB storage, and email support from the builder.

    Business

    Teams arrange this plan by contacting Big-AGI.

    Private LLC; official documentation describes the business as independent and not venture-funded.

    Target Markets

    Industries & Segments
    • AI experts and researchers
    • Physicians and high-stakes professional users
    • Developers, founders, and technical teams
    • Organizations needing self-hosted or on-premises AI
    • Users of cloud model providers and local model runtimes
    Use Cases
    • AI experts and researchers comparing model answers and investigating disagreement
    • Physicians and other high-stakes professionals who want cross-model checking
    • Developers and founders needing precise model controls, API transparency, and BYOK access
    • Science, engineering, and technical problem solving
    • Organizations wanting self-hosted or on-premises AI tooling
    Notable Customers
    • ER physician user identified as John, MD
    • Science Olympiad parent/maker identified as Fred L.
    • AI researcher and GitHub sponsor identified as Slava

    Quick Facts

    Headquarters
    San Diego, California, United States
    Founded
    2024
    Entity Type
    Limited Liability Company
    Office Locations
    4275 Executive Square

    History & Milestones

    2026

    Big-AGI documentation identifies Token Fabrics LLC as the San Diego operator; the hosted product is offered in Open, Free, and Pro variants.

    July 30, 2026

    Big-AGI relaunched its documentation with feature, guide, and troubleshooting coverage.

    August 21, 2026

    Big-AGI Open 2.1.0, called “Weights Dust,” was released as a stable GitHub and Docker release; the changelog reported 900K downloads.

    November 6, 2024

    Token Fabrics LLC was formed in California, according to state-filing-derived business records.

    March 18, 2023

    Enrico Ros published the initial Big-AGI source code on GitHub.

    Key Capabilities

    10
    Beam parallel multi-model chats (2 to 24 models) with live streaming
    Merge/fusion of multiple model responses, including guided and comparison modes
    Bring-your-own API keys and direct connections to providers or local runtimes
    800+ controllable models and 24 documented model-provider connections
    Personas with instructions, attached documents/images, memory, model and parameter settings
    AI Inspector showing the literal request, model parameters, tokens, and cost

    Integrations & Partnerships

    Platform Integrations

    • Hosted web app at app.big-agi.com, installable as a web app
    • Self-hostable open-source GitHub/Docker deployment
    • Cloud model providers via user API keys
    • Local runtimes including Ollama, LM Studio, and LocalAI
    • Direct browser connections, custom endpoints, and optional cloud sync across devices

    Key Partnerships

    Integrates with 24 model providers and runtimes, including OpenAI, Anthropic, Google Gemini, Azure OpenAI, AWS Bedrock, Google/Groq/DeepSeek/Mistral, OpenRouter, Together, xAI, NVIDIA NIM, Ollama, LocalAI, LM Studio, and others.
    Uses Stripe for subscription payments and Vercel, Supabase, PostHog, Google Analytics, and Meta Pixel in hosted-service infrastructure/analytics.

    Connect

    Website
    tokenfabrics.com/
    GitHub
    enricoros

    AI Topics

    3

    Token Fabrics focuses on these topics:

    LLM Orchestration(1)
    Conversational Agents(1)
    LLM Evaluations(1)
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